{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ppi: 生产物价（工业产品价格），ppi见底，利空债市，债券熊市要来了\n",
    "\n",
    "ppi 重要组成部分是石油价格\n",
    "\n",
    "逻辑：ppi 降底部，经济预期变好，债券收益率不大概率比不了股票和其他资产收益，所以十年国债收益率上行。\n",
    "\n",
    "ppi 与 债市收益率呈正相关\n",
    "\n",
    "cpi，消费物价（生活用品价格）\n",
    "cpi上涨利空债券市场"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            商品         日期   今值  预测值   前值    年份       每年平均CPI\n",
      "351  中国CPI月率报告 2025-04-10 -0.4 -0.2 -0.2  2025 -1.387779e-17\n",
      "352  中国CPI月率报告 2025-05-10  0.1  NaN -0.4  2025 -1.387779e-17\n",
      "353  中国CPI月率报告 2025-06-09 -0.2  NaN  0.1  2025 -1.387779e-17\n",
      "354  中国CPI月率报告 2025-07-09  NaN  NaN -0.2  2025 -1.387779e-17\n",
      "            商品         日期   今值  预测值   前值    年份  每年平均PPI\n",
      "357  中国PPI年率报告 2025-04-10 -2.5 -2.3 -2.2  2025    -2.55\n",
      "358  中国PPI年率报告 2025-05-10 -2.7 -2.7 -2.5  2025    -2.55\n",
      "359  中国PPI年率报告 2025-06-09 -3.3 -3.1 -2.7  2025    -2.55\n",
      "360  中国PPI年率报告 2025-07-09  NaN  NaN -3.3  2025    -2.55\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+QAAAIjCAYAAACKx9GpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/GU6VOAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd1hUV/7H8fcdOtJEQFFEQMSOvWGJ6aY3E1M31cRkUzZ1d1M2ySabxE3/bdbU3bibbJI13U1Mokk0ImLBIKKIFUWDCtKkl5n7++OGK6OAIHCmfV/P48Mwc+bOmc89c+TMPfdcTdd1HSGEEEIIIYQQQihlcXQFhBBCCCGEEEIITyQDciGEEEIIIYQQwgFkQC6EEEIIIYQQQjiADMiFEEIIIYQQQggHkAG5EEIIIYQQQgjhADIgF0IIIYQQQgghHEAG5EIIIYQQQgghhAPIgFwIIYQQQgghhHAAGZALIYQQQgghhBAOIANyIYQQTuGrr75ixIgR+Pv7k5KSwqZNm8zHZs6ciaZpaJqGt7c3gwcP5sUXX8Rmsx23HU3TeOWVVxTWvHUrVqxA07R2l7/hhhvM92mxWIiPj+ePf/wjdXV1dttr+hceHs65557L9u3bj9vWE088QVhY2EnVW9d15s+fT79+/ejRowdXXnklpaWlJ7UtZzBz5kyeeOIJR1ejVQcOHOCSSy6hR48e9O/fn9dee83RVRJCCKGIDMiFEEI43KpVq7jkkks477zzWLJkCVFRUcyaNYvq6mqzzJQpU1i/fj3Lly/nlltu4dFHH+Xll192YK27x4ABA1i/fj2rVq3ioYce4q233uKBBx6wK/Puu++ybt06Fi5cSHV1NaeeeioVFRVdVofnnnuOP//5zzz55JN8/PHHbNy4kRtuuKHLtq/am2++ya233uroarSovr6es88+m4KCAr744gvuu+8+fve73/H55587umpCCCEU8HZ0BYQQQog//vGPnHXWWcyfPx+AsWPHEh0dzb/+9S9uv/12AEJCQhg/fjwA06dP55dffuHVV1/l/vvvd1i9u4O/v7/5PlNSUqirq+PBBx/kxRdfNMsMGTKECRMmADBt2jQiIyP5+OOPuemmmzr9+uXl5fzlL3/hiSee4JZbbgHAy8uLWbNmkZOTw7Bhwzr9GqoNHjzY0VVo1XvvvUdubi55eXn069ePM888k3Xr1vHcc89xySWXOLp6QgghupkcIRdCCOFQRUVFpKWlccUVV5j3hYWFMWjQIDZv3tzq84YMGcL+/fupr69XUU2HGTJkCI2Njezdu7fFx8PDw4mMjGTXrl1d8nrLli2jqqrKbn80Df63bNnSJa8hjvr888+ZOnUq/fr1M++bMGGCZC2EEB5CBuRCCCEcavPmzei6zpAhQ+zuf+edd5g7d26rzztw4ADh4eH4+vp2WV1efvllEhISCAwMZPTo0Xz//ffmY0888QQzZ84kPT2dcePGERgYSEpKCrt37zbL7Nixg1NPPRV/f39Gjx5NVlZWp+t04MABAKKjo1t8vL6+npKSklYf76js7GwCAgIYMGCAeV94eDjffPMNkyZNAoxzzJ9//nn69+9PQEAAs2bNYseOHcDR89z//ve/ExYWRkpKCp9++ilRUVEkJSWRl5fHwoULCQoK4m9/+xu9e/emT58+3Hvvvea58gBWq5WHH36YmJgYgoKCmDp1Kj///LNdXZvODd+yZQsXXHBBq+fMt3YOeWNjIw888IB5rvyMGTPs1i4AWLJkCcnJyfj5+TFq1Ci+/fZb87GFCxcSFxfHtm3bmDFjBoGBgSQnJ5ORkdGhvI9t+3PmzOGTTz7BarWar9HcsWsTNP1us9n461//yqBBg3j66afNx+Pj43n22WfttnHFFVcwe/Zs8/e9e/dyySWXEBwcTExMDI888giNjY3tfh9CCCFOjgzIhRBCOFRRURFgDPqamzhxIqNHjz6ufE1NDcuXL+eNN95gzpw5XVaP//znPzzwwAPce++9LF26lJSUFGbPnm13bnZ+fj6XXXYZN998Mx9//DH79u3joYceAowB5MUXX0xxcTGfffYZt9xyC4888shJ16e+vp7169czf/58zj33XIKCguwe13WdgoIC7r77bnx8fLjgggtO+rWaKyoqomfPnsfdP2vWLGJjYwF48skneeyxx/jd737Hl19+SXV1NTNmzDD3JRiDxAULFpCens6f/vQn3n//fcrLy/nkk08AqK6u5rXXXuOf//wnTz/9NO+88w5//OMfzec/99xzvPrqqzz77LMsWbKEPn36cPnllx9Xr127dnHqqacSGxtrNwhtj9dee42//e1vPPPMM3z55ZeEhYXZzQz48ccfueCCC0hJSWHJkiVMmTKF888/nxUrVphlKisrmTVrFrNmzeLLL78EYN68ee2uQ1FR0XFtv1+/fsyaNQsvL68OvZ+77rqLDz74gHnz5nHWWWeZ919xxRV89dVX5u8NDQ0sXbqUK6+8EjDa2llnnUVxcTGff/45f/nLX3j11Vd58sknO/T6QgghOk7OIRdCCOFQTUdFTzT4+O6778yjgpqmMWfOnOOO+nVGbGwsixYt4rLLLgPAz8+P119/na1btzJx4kQA8vLy+PTTT7n00ksBuPvuu3nrrbcAY6p3Tk4O69atM6d47969u8MLz23bts3u6OcZZ5zB22+/bVdmypQp5u0+ffrw0Ucf2R3R7oy6uro290V1dTV//etfeeihh8zz9ydMmEBCQgILFizglFNOAeDVV18lOjqaa665hkceeYSzzjqLIUOGUFVVRWRkJLqu88477zB9+nQA9u3bx/z583n++efx8vJi7NixfPbZZ5x99tkAHDp0iM8++4zCwkKioqLM+rz//vt8/vnnXHzxxR1+r3l5eURFRXHddddhsVgYMWIEGzZsQNd1NE3jySefZOrUqbzxxhsAnH766WzdupUnn3ySmTNnAlBcXMzDDz/MfffdB8Bjjz3G1Vdf3e46nCjvjsjMzCQ9PZ2AgAC7+6+88kpeeOEFiouL6dWrF6mpqVitVs477zwAPvzwQ/Ly8khNTTWzzcrK4t///jdPPfVUl9RNCCFEy+QIuRBCCIdqOvJbWVlpd/8dd9zBn/70J/P3lJQUMjMzyc7OpqKigg8//JCQkJAuq8f06dPx8/Nj7ty5DBs2jJSUFAC7ld6jo6PNwThAZGQkDQ0NAGzfvh1vb2/GjRtnPj5jxowO1yMuLo7MzEyysrIoLS1l2bJl9O3b167Mv//9bzIzM9mzZw8FBQVddnQcjP1x7L6wWq1MmzaNzz//nC1btlBTU8Npp51mPt6zZ0/Gjh3L+vXrzfv69u1rfrHQVP/mXzRYLBa7LxYmTJhAXV0d+/fvB+Dss8+muLiY6667joEDB5pHc5vvD4BzzjnnpAbjANdddx3l5eWMGDGC3/72t6xYsYIzzjjDrGdGRobd+wTjC5Lm79NisZgLD4LRJjoy1bulvL/66iumTZtGbW1ti89p6XJ/AK+88spxg3GAMWPGkJiYyJIlS8ztX3jhhWbZTZs20dDQQO/evc1L6r388svk5+e7/RoNQgjhaDIgF0II4VCDBg0CsDsXG+Cnn37i0KFD5u/BwcGMHj2aESNG0KNHjy6vxwMPPMBVV11FWFgYTz31lDkwbG7gwIGtPt9ms5mDmSYnc+TTz8+P0aNHk5yc3Oo50YMGDWL06NEMGDCgQ9c5b49BgwZRWlpKWVmZeV9JSQlpaWnU1tai63qrz23rsROVbxpkWizGnyZXXHEF9957LwkJCbzyyits2LChxW00zV44GePHj2fHjh384Q9/oKGhgXnz5jFjxgxzQN3a+2l+f9++fVscBLfXoEGDjmv7W7duJSMjAz8/vxafs2/fvhbvbyuLOXPmmNPWv/rqq+NO94iJiSEzM/O4f97eMplSCCG6kwzIhRBCONTw4cOJiYnhiy++MO8rLCxk+/btdkebu9s//vEP7rvvPp5//nkuu+wySktLjyvT1gA7MTGRhoYGu0XB0tLSuqWu3alpinjz/ZGamgrAuHHjGD58OAEBASxfvtx8vKysjJ9//tmcqt8eNpvN3C7A2rVrCQwMpF+/fpSXl/Ppp5/y3HPP8eSTT3LBBRdw8ODBTr6z4/31r39l+/bt/OY3v+Gtt97i448/Zt26dWRnZwPGUfvm7xOM88qbv8/OTjc/++yzWb58OeXl5eZ9qampjB07Fk3T8Pb2Pm5WwKJFizr8OnPmzOG7774jJyeHoqIiZs2aZT42YsQICgsLiYmJYfTo0YwePZqSkhJeeuklWdhNCCG6mXztKYQQwqE0TePZZ5/luuuuo2/fvsycOZOnnnqKiIiILl207UQiIiJYunQpp59+Otu2bTNX5W7vgOTss88mMTGRm266iaeffpq9e/fyt7/9rRtr3D0GDRrELbfcwl133YXVaiUsLIy77rqLc845h6SkJAAeeugh5s+fT1hYGMOHD+eZZ57B39+f3/72t+2+XJfFYuG2227j5ZdfpqCggFdeeYU777wTi8VCQEAAgYGBfPHFFyQmJrJ+/Xr+/Oc/A+3fH+2xY8cO3n//fZ5++mnCw8N599138fX1JSYmBoA//elPnHXWWdxxxx3Mnj2bTz75hNTUVLvV9zvr3nvv5Z///Cfnn38+Dz/8MKtXr+Z///sf//3vfwFITk6mqKiIL774gnPOOYeXXnqpQ6u4Nxk+fDj9+/fngQce4OKLL7a7OsHVV1/NM888wyWXXMLDDz9MfX099957LyNGjOjSqxgIIYQ4nhwhF0II4XDXXnst7733Hp988gkXXHABFouFH374gdDQUGV1+Ne//kVdXR1nnXUWL7zwAs899xwRERGsWrWqXc/38fHh22+/pVevXlx++eW8+uqrnVpl3ZFef/117rrrLh5++GGuv/56zjjjDD766CPz8ccff5wnn3ySF198kQsvvBA/Pz9WrlxJZGRku18jICCAhx56iJtvvpkHHniA6667zlzV29fXlw8//JBt27Zxxhln8N577/HGG2/g7e3d7v3RHi+++CJTpkzh9ttv54wzzmDLli18/PHH5vs4/fTT+d///seqVauYNWsWq1at4quvvjIXdOsKERERrFy5kh49enDppZfy73//m7feestc7T05OZlnnnmGW2+9lb59+5Kbm2suJNhRc+bM4ZtvvjHPx2/i5+fH0qVLCQ8P5/LLL+eWW24xcxdCCNG9NL2jJ3wJIYQQQnTCwoULufPOO49bzEwIIYTwNHKEXAghhBBCCCGEcAA5Qi6EEEIIIYQQQjiAHCEXQgghhBBCCCEcQAbkQgghhBBCCCGEA8iAXAghhBBCCCGEcAAZkAshhBBCCCGEEA7g7egKuAubzUZBQQHBwcFomubo6gghhBBCCCGEcABd16moqKBv375YLG0fA5cBeRcpKCigf//+jq6GEEIIIYQQQggnsG/fPmJiYtosIwPyLhIcHAwYoYeEhDi0LlarlS1btgAwfPhwvLy8HFofdyZZqyV5qyE5qyeZqyE5qyV5qyV5qyV5q+GqOR85coT+/fubY8S2yIC8izRNUw8JCXGKAXljY6NZH1dpuK5IslZL8lZDclZPMldDclZL8lZL8lZL8lbD1XNuz6nMMiB3QxaLhWHDhpm3RfeRrNWSvNWQnNWTzNWQnNWSvNWSvNWSvNXwhJw1Xdd1R1fCHRw5coTQ0FDKy8sdfoRcCCGEEEIIIYRjdGRs6J5fMwghhBBCCCGEEE5Opqy7IV3XOXLkCGCcayGXYes+krVakrcakrN6krkakrNakrda7pC31WqloaHB0dVoF13XqaysBCAoKMgl83YFzpyzr69vl0yjlwG5G7LZbGRmZgIwffp0l1v8wJVI1mpJ3mpIzupJ5mpIzmpJ3mq5ct66rnPw4EHKysocXZV203Wduro6APz8/JxqoOhOnDlni8VCfHw8vr6+ndqODMjdVEBAgKOr4DEka7UkbzUkZ/UkczUkZ7Ukb7VcNe+mwXhUVBSBgYFONehqja7rVFdXA7hMnV2Rs+Zss9koKCjgwIEDxMbGdqpesqhbF5FF3YQQQgghhOgYq9XK9u3biYqKolevXo6ujhDtVl5eTkFBAYmJifj4+Ng9Jou6CSGEEEIIIZxe0znjgYGBDq6JEB3TNFXdarV2ajsyIBdCCCGEEEI4lLNMRRaivbqqzco55G7IZrOxefNmAEaMGNElq/+JlknWakneakjO6knmakjOakneakneaum6Tk1NDWCcuy9fKHQPT8hZPqluSNd1SkpKKCkpQZYI6F6StVqStxqSs3qSuRqSs1qSt1qStzpPPPEEFouFr776CqvVyoIFC9A0jYULF3bL661YsYK4uLg2y+zZs6dLB6vFxcVcfPHF9OjRg4kTJ7Jp0yYAFi5ciKZpaJqGv78/kydPJiMjw+65CxcuZPTo0V1WF6vV2ulp4c5MjpC7IU3TGDJkiHlbdB/JWi3JWw3JWT3JXA3JWS3JWy3JW72dO3fi7+/Pli1bumybM2fO5IYbbuCGG27osm2ejOuvvx5N08jKyuLTTz/l0ksvJTc3FzBmYKSmplJZWck//vEPLrroInbs2NFt6wD4+/t3y3adhQzI3ZDFYqFPnz6OroZHkKzVkrzVkJzVk8zVkJzVkrzVkrzV8vLyIjc3Fx8fH7Zs2eJS130/kZ07d/LNN99QUFBA7969eeCBB5g/fz5r164FjPceFhZGWFgYjz/+OC+++CJZWVlMmTKly+uiadpxK5i7G4+csn748GHi4+PZs2ePed/dd99tTr/QNI3ExETHVVAIIYQQQggPpes61fWNyv91ZKr/+PHjzSPjubm5jBs3znxs8+bNTJs2jdDQUM4991z2798PHJ16vnjxYgYMGEB4eDivvfYaAPPmzUPTNH766SduvPFGNE1j3rx5dq/Z0vPa8t577zF8+HDz98rKSgICAswj3a1JT08nISGB3r17A8YA/J577mn1SLWXlxf19fUnrI9omccdIT98+DDnn3++3WAcICMjg6+//pqUlBQAl/6WS9d1qqqqAOjRo4dMW+pGkrVakrcakrN6krkakrNakrda7pR3TYOVYX/6Tvnr5vz5bAJ92zc8GjRoEEuWLGHfvn2EhYUREBAAGIPes846i9tuu43//Oc/PPPMM1x00UWsX78eMM7Nnj9/PkuWLGH58uXcf//93HLLLbz88ss899xznH/++Vx99dVcffXV+Pn5ma/X2vPams590UUXMXfuXLZt28bgwYP55ptvSEpKMk9taE1BQQFRUVF29z3++OMAZGdnm/fZbDb+/e9/o+t6l54z3pyu69hsNsCYBeLK7bo1HneE/Morr+Tqq6+2u6+xsZEtW7YwY8YMc/pFcHCwg2rYeTabjYyMDDIyMswGLLqHZK2W5K2G5KyeZK6G5KyW5K2W5K2Wl5cXAwYM4LPPPiM5Odm8/3//+x/BwcE8/vjjDBgwgFdffZXt27ezbt06wBiwv/766wwfPpxbb72V+vp6Dh06REBAAGFhYXh7exMYGGg3yG/reW0JCQlh1qxZfPrppwB88cUXzJkz54TvraGhoc2Dk9nZ2YSFheHv788f/vAH3n//fUJDQ0+43ZNVXV1NdXV1t23f0TzuCPnbb79NfHw899xzj3lfdnY2NpuN0aNH88svv3DKKafw1ltvERsb2+HtW61WdF03v72x2Wzm780vP9G0UmDzb3q6qqzVasXHx8cs2/ybpeYfrpa2q7psS+/D2cqeKHcfHx90XcdqtXbL/lRV1hXaic1mw9fX1yzbtA1XaCetvWdnKNvSe/b19cVmsx3XrqWP6Pi+b0/Zpsxby8dZ24mzlO3I/vT29jaf03S/M7ST1t6zM5Q92X0Ebbdr6SO6tp1YrVa8vb1dsp00aZoy7u9tIefPZ9vdB/aL1bV0f2fLBvh4dWi7w4cP5/PPP+e0007jxx9/BCA/P5/4+HgzN39/f/r168fevXuJioqiZ8+e5gC+6dzoY/8/0HXdfM2m+3r27MnIkSPRdd18XvNyx063b/r98ssv5+WXX+bBBx/k66+/5sknn7R7rZbeX1hYGGVlZXZ1SE5O5uGHH0bXdQYPHszXX39NQEAAffr0abG+Hcm9rbLdtd2uKNu8fk33ncyXYR53hDw+Pv64+3Jychg8eDDvvfcemzZtwtvbm1tvvbXN7dTV1XHkyBG7fwCrV6+moaHBLLdv3z5SU1PZsWOH3fPT0tJITU2lrq7OvK+goIDU1NTjzutYs2YNqampdt8MHTx4kNTUVHJycuzKrl+/ntWrVzNy5EhSUlLw8vKisLCQ1NRU89qUTTZs2EBqairl5eXmfcXFxaSmppKVlWVXduPGjaSmplJSUmLeV1paSmpqKpmZmXZls7OzSU1NpaioyLzvyJEjpKamHndZhM2bN5OamkphYaF5X1VVFampqebCEU22bt1KamoqBw4cMO+rqakhNTWV9PR0u7Lbt28nNTXVPGcHoL6+ntTUVFatWmVXdufOnaSmppKfn2/eZ7VaSU1NJTU11e6DlpeXR2pqKnl5eYDxH86UKVNobGxk9erVdpdkyM/PJzU1lZ07d9q93qpVq0hNTbU712b//v2kpqayfft2u7Lp6emkpqaa118EOHDgAKmpqWzdutWu7Nq1a0lNTTWnqwGt7vuMjAxSU1PNdgtQVFREamqq3VQkgMzMTFJTUyktLTXvKykpITU1lY0bN9qVzcrKIjU1leLiYvO+8vJyUlNT2bBhg13ZlvZ9RUUFqamp5rSuJjk5OWabSklJISUlhbq6OlJTU1mzZo1d2dzcXFJTUykoKDDvayqblpZmV3bHjh2kpqayb98+876GhgZz3ze3e/duUlNT7U53sdlsZtnmHfCePXtITU1l9+7ddttoKuvoPiI1NZWKigrzvmPbiZeXFykpKfj6+rJ69WrpIzrRR4DxH3RT2db6iKbMU1JSzM+99BEd7yMOHjxo3lddXX1cH+Hl5UV4eDiNjY12R5akjziqPX1EkxP9HdG8XTd97qWPOLk+ornW/o5YvXo1ERER5t9/4Hp9RHV1NZWVlVitVgJ9vQn09cbPS8NWXwuN9eZ9gb7eaNYGbPW1+Fow7/P3tmCrr0VvqLMra7E1YquvxUfT2yyraRq1tbVUVlbafQ51XaeyspLKykq7+iYnJ/PTTz8xbNgw877+/fuza9cus2xdXR0FBQVER0dTU1PT4izc5plbLBYaGhqorKy0+3yHhISYdWjepurr66msrDzuHO6mshdccAE5OTm8++67DBw4kN69e1NbW3vc61dWVpr91OjRo9m2bRsHDhygtraWxsZG8vLyiImJoa6uDm9vb2JjY81FBBsbG6msrLRrZ8fuzyZNZY894t1SWavVSlVVFRaLhaCgIHNAXFNTQ2VlJY2NjXZlKysr7bJsrazNZmuxbEv7vqnssfu+traW6upqu/q21keciMcNyFtyzTXXkJGRwZQpUxg0aBALFixg2bJldp3MsZ599llCQ0PNf/3791dYYyGEEEIIIYQjjRw5EjAuA9bk/PPPp7KykmeffZa9e/dy9913M2jQIMaPH9+ubQ4cOJAVK1Zw8OBBfvzxx05ffzsoKIhzzjmHhx56iNmzZ7frOSkpKQwZMoR7772XvLw8Hn30UcLCwpg0aVKn6iJapunHzm/wEJqmkZeXR1xc3HGP1dbWmisQDh48uMXn19XV2X1rdeTIEfr3709JSQlhYWFuMdXM2aYZuvtUM0eXlXYi01E7s49k30sfIe1E9r0jyrrDvvf0dtLQ0EBeXh7x8fF2i5g5ciryico+8cQT7NmzhxdeeIGBAwdSWlrKaaedxg033MD1119PdnY2t99+O9nZ2UydOpW3336bfv36sWLFCm688UZzJo2u61gsFnbv3k1cXByaprF3716uuuoqMjIyiI2NZevWraSlpXHDDTfYzaywWCzk5eUxYMAAwJh5k5CQYNa1eZ0//vhj5syZY1f+RO957969zJ07l1WrVpGcnMzbb7/NyJEjeffdd3n11VfJzMxsNZ+FCxfyyiuv2M1+ceb9ebJla2trycvLIyEhAX9/f7t2XVVVRWhoKOXl5YSEhNAWGZDHxfHggw8yZswYc7G35cuXc8YZZ1BRUdHuC9wfOXKk3aF3N5vNZk5DGjp0qF0HKrqWZK2W5K2G5KyeZK6G5KyW5K2Wq+bdNKiJj49vc8VwZ9M0IAPw9/e3G6w5k6bTad56663jTstxBc6cc1tttyNjQ49b1K0lo0aN4tFHH6V3795YrVbuuusufvOb37R7MO5sdF03z7s60WUNROdI1mpJ3mpIzupJ5mpIzmpJ3mpJ3uo1Py/ZWV144YUUFRWxaNEiR1flpLlCzp0hA3Lg2muvZcuWLVx22WV4eXlx7bXX8swzzzi6WidN0zQGDRpk3hbdR7JWS/JWQ3JWTzJXQ3JWS/JWS/JWr/kUe2d17IJ8rsgVcu4Mj52y3tWcacq6EEIIIYQQrsBVp6wL0VVT1l3j5BIhhBBCCCGEEMLNyJR1N6TrunkdwICAAJm21I0ka7UkbzUkZ/UkczUkZ7Ukb7Ukb7VaWx1fdC1PyFmOkLshm83GunXrWLdundmARfeQrNWSvNWQnNWTzNWQnNWSvNWSvNWrrq6murra0dVwe+6esxwhd1Pe3rJrVZGs1ZK81ZCc1ZPM1ZCc1ZK81ZK8hXA9sqhbF5FF3YQQQgghhOgYWdRNuCpZ1E0IIYQQQgghFHviiSfQNI3//e9/ACxYsABN01i4cGG3vN6KFSuIi4trs8yePXu67PzqFStWoGkamqbh4+NDcnIy33333Qkfa/78sLCwLqmLJ5ABuRBCCCGEEEJ0UE5ODgBbtmzpsm3OnDmz2wb2HRESEkJpaSn5+fncddddXHbZZRQUFJzwMdFxMiB3QzabjdzcXHJzc2VRj24mWasleashOasnmashOasleasleavl5eXFpk2bqKmpYfPmzXh5eTm6Sl1K0zTCwsKIjo5m7ty5xMfH89NPP53wsa7WdPWAmpoa3PVMaxmQuyFd1zl48CAHDx5024brLCRrtSRvNSRn9SRzNSRntSRvtdwqb12H+ir1/zqQ2/jx48nJyaGxsZHc3FzGjRtnPrZ582amTZtGaGgo5557Lvv37weOTj1fvHgxAwYMIDw8nNdeew2AefPmoWkaP/30EzfeeCOapjFv3jy712zpeW157733GD58uPl7ZWUlAQEB5Obmtvt9NvH29qa+vr7Dj3WFxsZGGhsbu237jiZLMbohTdNISEgwb4vuI1mrJXmrITmrJ5mrITmrJXmr5VZ5N1TDM33Vv+7DBeDbo11FBw0axJIlSzh8+DBhYWEEBAQAxqD3rLPO4rbbbuM///kPzzzzDBdddBHr168HoLi4mPnz57NkyRKWL1/O/fffzy233MLLL7/Mc889x/nnn8/VV1/N1VdfjZ+fn/l6rT2vrYXwLrroIubOncu2bdsYPHgw33zzDUlJSQwZMqRDsSxbtozc3FymTp1qfrnQ0mPdxdfXt9u27QxkQO6GLBYLsbGxjq6GR5Cs1ZK81ZCc1ZPM1ZCc1ZK81ZK81fLy8iI+Pp6lS5eSnJxMUVERAP/73/8IDg7m8ccfB+DVV18lMjKSdevWAcaA/fXXX2f48OEMGjSIu+66i0OHDjFgwAACAgLw9vYmMDDwuEXR2npea0JCQpg1axaffvopDz/8MF988QVz5sxp1/srLy8nLCyM2tpa/Pz8eO2110hMTGT//v2tPtYdNE2z+2LCHcmAXAghhBBCCOE8fAKNo9WOeN0OSE5OZtGiRcycOZMffvgBgH379hEfH2+W8ff3p1+/fuTn5xMVFUXPnj1JTk4Gjh75bc8pBif7vCuuuIKXXnqJBx98kK+//po///nP7XpvwcHBbNy4ER8fH/r27Ws366Ktx0THyYDcDem6bp7H4evrKx+SbiRZqyV5qyE5qyeZqyE5qyV5q+VWeWtau6eOO9LIkSN59913ueuuu8wBeWxsLHl5eWaZuro6CgoKGDBgADU1NSe+JrXF0uJA+0TPa82FF17ILbfcwrvvvktiYiIDBw5s1/MsFkurl1pr67Gupuu6mUfT5dbcjSzq5oZsNhvp6emkp6fLKpvdTLJWS/JWQ3JWTzJXQ3JWS/JWS/JWb9CgQQDmkWuA888/n4qKCp588kn27t3L3XffzaBBg5gwYUK7tjlw4EB+/PFHDhw4wPfff4/Vau1UHYOCgjjnnHN46KGH2j1d3dlUVVVRVVXl6Gp0GxmQuyl3/QbJGUnWakneakjO6knmakjOakneakneao0YMYKQkBC7o8VBQUF89913LF26lJEjR5Kfn8+XX36JxdK+Ydejjz7Krl27GDBgAPPmzeuSL1fmzJlDeXk5V1xxRae3Jbqeprv8dRGcw5EjRwgNDaW8vPykp5QIIYQQQgjhSWpra8nLyyM+Pr7NFcPFydm9ezepqam89dZbpKWlObo6bqWtttuRsaGcQy6EEEIIIYQQbujCCy+kqKiIRYsWOboqohUyIBdCCCGEEEIIN7R582ZHV0GcgAzI3ZDNZmPnzp0AJCYmtvucFdFxkrVakrcakrN6krkakrNakrdakrdauq5TV1cHgJ+fn5y73008IWf5pLohXdcpKCigoKCgXdcnFCdPsv6VtQF+eh52Le/Wl5G81ZCc1ZPM1ZCc1ZK81ZK81WtoaKChocHR1XB77p6zHCF3Q5qmmas9uuO3SM5Esv5Vzpew/Gnj9pQ74fTHwdu3y19G8lZDclZPMldDclZL8lZL8lbP17fr/9YRx3P3nGVA7oYsFovd5RdE95Gsf7Xrx6O301+D/HSY/U/oGdelLyN5qyE5qyeZqyE5qyV5qyV5q6VpGn5+fo6uhtvzhJxlyroQonN0/ehU9Sl3gn8o/LIB3pgBOYsdWzchhBBCCCGcmAzI3ZCu6zQ2NtLY2CjnEHUzyRo4vAMqCsDLD057FOatgpiJUFcOi66DJQ9CQ22XvJTkrYbkrJ5krobkrJbkrZbkrZau63b/RPfwhJxlQO6GbDYbq1atYtWqVdhsNkdXx61J1sDuX4+Ox04CnwAIi4Ubl8DU3xn3r3sL/nEmFO/q9EtJ3mpIzupJ5mpIzmpJ3mpJ3up99dVXeHl5cejQIUdXhT179pzU2gE//PADFovFKd5DayorK6msrOzw877//nsGDx5MWFgYc+fOpbbWOEA0c+ZMNE1D0zQiIiK4+eabj9v+zJkzeeWVV7qi+ickA3IhROc0TVdPOPXofV4+cOaTcM2nENgLDm6CN2fApo8dU0chhBBCiC72448/ous6y5Ytc3RVTtrSpUtd/j20ZO/evVx88cXce++9bNiwga1bt/LMM8+Yjz/zzDOUlJTw448/snXrVh577DGH1VXT3fXYv2JHjhwhNDSU8vJyQkJCHFqX5lM6mr79Ed3D47O2NsD8eKivgFtXQN8xx5c5cgA+vQX2rjJ+H3MdnPNX8A3s8Mt5fN6KSM7qSeZqSM5qSd5quWretbW15OXlER8fj7+/v6Or0266rjNu3DhCQ0OJjY3lX//6l0Prs2fPHuLj4zs8rXvs2LFO8x5acuz7aW+7fvTRR8nMzOTrr78G4PPPP+ehhx5ix44dzJw5k4svvpjf/e53AHz66ac8/PDDbNu2zXz+sWVa0lbb7cjYUI6QuyFN07BYLFgsFpfpjF2Vx2e9P8MYjAeEQ59RLZcJiYbrF8Mpvwc0yHwP3j4NCrd2+OU8Pm9FJGf1JHM1JGe1JG+13DHvemt9q/8abY3tLttgbThh2Y46fPgwWVlZ3H///XZHl1esWEFcXByLFy9mwIABhIeH89prr7X7seY0TWPPnj0ApKWlMWbMGAIDA5k4cSI5OTkdrvOxioqKWnwPH3zwAdOmTTN/Lysrw9/fn6KiIgDWr1/PpEmTCA0N5dJLL6W8vNwsO3PmTBYuXMhLL73EgAEDWLJkifnYl19+yeDBg+nRowenn346BQUF5mM//vgj8fHxREdH8+CDD9K/f38WL16Mpmm89957JCUlERkZycMPP9yuLx3S09NJSUkxfx8zZgznnHNOi2W9vb2pr+94G+gqctkzIcTJ273C+JlwClja+H7P4gWnPgwDpsJnc6FoK7x1Kpz7PIy5FtzkDwchhBBCdJ1nUp9p9bFB4YO4Jvka8/fn056nwdbQYtm4sDhuGH2D+fsra16huqHarswTM5/oUN2+//57kpKSOOOMMyguLiY7O5uRI0cCUFxczPz581myZAnLly/n/vvv55ZbbjnhY62x2WzMnj2bO+64g7lz5/LCCy/wwAMP2A12T0Zr7+H8889n7ty5lJWVERYWxrJly0hJSSEyMpKysjLOOecc7rzzThYtWsTNN9/M/fffzzvvvGNu98033yQsLIw333yTCRMmAFBaWsqcOXN44403OPvss7nvvvt4+umnWbBgAbquc9111/Hss88SExPDBRdcQGZmJtHR0axcuZJbbrmFTz/9lNjYWM4991yGDRvGtdde2+Z7KygoICoqyvw9Li6O//u//zuuXHl5Of/4xz845ZRTOpVlZ8gRcjdks9nYtWsXu3btkkU9upnHZ920oFvCzPaVTzjFWIU94VRorIHFd8Jnt0JdRbue7vF5KyI5qyeZqyE5qyV5qyV5q7V06VJzsDlmzBi7I8yVlZW8/vrrDB8+nFtvvZX6+npz0bS2HmtLZmYmDz30EPv27aOsrMxuenVn3sPkyZPx9/e3ew8hISGceuqp5u/ffvstl112GQBff/01Pj4+PP744wwYMIAHHniAxYvtL3NbWVnJl19+yaxZs+jVqxcAQUFB7N27lyuvvJJdu3ZRVVVlvoeioiIKCgq48sorOe200wgJCaG4uJjg4GD+/e9/c+GFF3LmmWeSnJzMddddd9zrtaShoQEvL69WH//jH/9IaGgo4eHhVFZWMn/+/I4H2EXkCLkb0nWdffv2ARw39UV0LY/OurbcmLIO9gu6nUhQFFz7GaS9Aj8+DdmLoCATbvoOevRq86kenbdCkrN6krkakrNakrda7pj3w9MfbvUxi2Z/XPHBqQ+2WlbDfibe7yb/rlP1Ali2bBmHDx9m8eLFVFdXExYWxn333QdAz549SU5OBsDX1xc4ei50W481V1199Ai+xWLh5Zdf5h//+AcJCQn0798fq9XaZe/h888/P+49zJ49m2+++YbLL7+cZcuW8fTTTwOwf/9+ioqK6NmzJ2B8EVRRUUFtba15HvW8efPM99ZE13X+8Ic/sHjxYoYOHUpwcLD5Hnr16kXPnj1JT08nJiaG8vJyEhMTAfjll19Yvnw5ffr0AaC+vt7Mry1hYWGUlZWZv2dkZHDKKadQVVUFwIMPPshNN91Er169CA4OPtkIu4QMyN2Qpmn079/fvC26j0dnvWcV6FYIT4CeAzr2XIsFpt8HA1Lg4xuheAdseBdmPNDm0zw6b4UkZ/UkczUkZ7Ukb7XcMW9fL98TF+rmsi3Jycnhl19+4aeffqJ3796sWbOG22+/nbq6OoA2F/Fq7TFN0+xmNmzYsMG8vWLFCt555x22bt1KVFQUS5YssXu8M+9hzZo19O7dm5UrVzJv3jzq6urw8/Pjwgsv5PHHHyc7O5vY2Fiio6MBiImJYdy4cfz3v/8FjIF2eXk5Pj4+5rZ79Ohx3Ot98MEHrFmzhr179xIUFMSCBQtYtGgRAI2NjYwZM4Zzzz2XxsZGnnvuOSIjIwHo168fN998M3fffTe+vr40Nja2awbI6NGjycjIMH/ftWuX+R4AwsPDneaLK5my7oYsFgsDBw5k4MCBWNo6r1d0mkdn3dLlzjoqdjKc9ohxe9N/4QSLdHh03gpJzupJ5mpIzmpJ3mpJ3uosXbqUxMREZsyYweDBg7n00ktpaGhg1apVJ73Nfv36ceDAAfbu3Ut1dTWPP/64+VhFhXFqX1lZGWlpadx3330dXk29tfcwadIk4uLiuOSSS+zeQ3h4OEOGDOHZZ59l9uzZ5vPOO+888vPzWbduHQEBAXzyySfMmjXrhPWpqKhA13VKSkr45ptveOqpp8znLF++nLKyMjIyMsjPz+fee+81n3f99dfz9ddfU1paio+PD4888giPPPLICd/fbbfdxmeffcYHH3xAbm7uce/DmcinVQhxcprOHx/YiQE5wNALwdsfDm83pq4LIYQQQjixZcuWcdppp5m/BwcHM3HiRJYuXXrS20xMTOSee+5h6tSpTJs2jXvuucd8bNasWcyaNYuxY8cyb9485s6dS0FBQbvOPe/Me7jsssv48MMPufTSS837wsLCWLx4MS+++CIJCQl8/PHHLF68GG/vtideX3/99cTFxTF06FCefPJJbrvtNrZu3UptbS1Tp06lsLCQadOmER0dTUhICE899RQA06dP58knn+S6665j6NCh1NfXs2DBghO+vwkTJvD+++/z6KOPMmXKFCZPnswTTzzRwZTUkOuQdxG5Drln8tisy/bBKyNAs8BDeRAQ1rntfXIzbP4EJs2Dc1pfVMNj81ZMclZPMldDclZL8lbLVfN25euQN+cqeTujxx57jP379/OXv/wFX19ffvjhB+644w6Ki4udOme5Drlolc1mY+XKlaxcuVJW2exmHpt10+XO+o7t/GAcYNSVxs/sT8Da8iVLwIPzVkxyVk8yV0NyVkvyVkvyVq+yspLKykpHV8PlXXTRRWzdupWkpCT69evH008/zd///nfzcXfPWRZ162JWqxVd181vb2w2m/l78/N5mlYVtFgsXV722Droum52zM2X/29pu6rLtvQ+nK3siXJv+kbaarV2y/5UVbZD+3PXcmxYIH4mzS8ocdLbTTgVekShVxVi27YMBp/d4j5q/gdGU+bHbtdZ20lr+ThD2bbe87HtWvqIk+sjTlS2OVdrJ85QtiP7s6nPttls5v3O0E5ae8/OUPZk91FzzrDvXbmPaM/+PPbvv7bKOms7aX40tHnZY+9ztrLH/t19Mtt1hvfhqLLjx48nPT29xbJN/5ypvsfWrfl9J/NlmAzIu9jq1as588wzzaX+9+3bR15eHtHR0QwePNgsl5aWhs1mM6/9B8YF7Hfu3ElUVBTDhg0zy65Zs4aGhgYmTJhgrlp48OBBtm/fTkREBCNGjDDLrl+/npqaGkaNGkVISAgWi4XCwkK2bt1Kz549GTVqlFl2w4YNVFdXM3r0aMLCwgAoLi5m8+bNhISEMHbsWLPsxo0bqaioYOTIkeb1BEtLS9m0aRNBQUGMHz/eLJudnU1ZWRnDhg0jKioKMKZtZGZmEhAQwKRJk8yymzdvpqSkhCFDhpiXM6iqqiIjIwNfX19SUlLMslu3bqWoqIhBgwbRr18/AGpqali3bh3e3t5MmzbNLLt9+3YOHjxIQkICsbGxgHGZhPT0dDRN45RTTjHL7ty5k4KCAuLi4szVFq1Wq7moxYwZM8wPYF5eHvv27aN///7moilTp05l1apVpKWlMX36dPMcmvz8fPbs2UPfvn1JSkoyX2/VqlXous6UKVPw8/MDjEtI7N69mz59+jBkyBCzbHp6Oo2NjUycOJHAwEAADhw4wI4dO4iMjGT48OFm2bVr11JfX8/48eMJCgoCoLCwkNzcXMLDw+0uEZGRkUFNTQ1jxowhNDQUMK4BmZOTQ1hYGKNHjzbLZmZmUllZSXJyMuHh4WCzUbLrZ7KZRLAtiXEclZWVxZEjRxgxYgQREREAlJeXs3HjRgIDA5k4caLdvi8tLWXo0KH07t0bRl5OxZp/8fPypfgfCWfy5Mlm2ZycHA4fPsygQYPM/VxbW0tGRgY+Pj5MnTrVLJubm0thYSGJiYnExMQAUFdXx5o1a7BYLMyYMcMsu2PHDg4cOEB8fDwDBhgrxTc0NLB69WoAZs6caZbdvXs3+/fvJzY2loSEBMD4QyU1NRUwznFq+gNkz5495OfnExMTY162AzDLpqSkOLSPqK2tZezYseYUqmP7CIvFwrRp08jIyCAtLY0xY8ZIH3GSfQQY/0E37ftp06a12Ec0b9tN23XZPgIoKSkhOzub4OBgxo072kt0qo/AWBTo559/xt/fv8U+Iikpib59+wLGJYPWr19v10dYLBYiIyMpLCzk4MGD5orU0kd0rI9ocqK/I8aMGWO2640bN1JZWSl9xEn2Ee35O2LXrl1ERUUxePBgc/DsCn1E8zpUV1djs9nw9/c3V+22Wq3U1NRgsVjsVu+uqanBarXalbXZbFRXV6NpmvkewPibobGxET8/P/Oz1ZGyuq6bl8tqfoksHx8fGhoaaGhoMPdFa2Xr6upoaGjA19fXLAuYR36b16G+vp76+np8fHzspkI3le3Ro4fZpjpStqGhgbq6Ory9vQkICDDLVlVVoes6gYGBZj/VkbKNjY3U1tbi5eVltrPm+zMgIMBs101lj92fLZW1Wq1UV1e3a983tZNj92dXtZNj92dtbS3V1dV2l59r3keMGTOG9pIp625I0zS8vb3x9vY+7siL6FpNWTf/1tftHcqG2lKw+EBYXNdtd9Qc4+fhHdBQ02IRadtqeGS7djBp22o0HeWTtq2GtGu1NE3Dy8tL8lZE0zTzn+g+zXN216xlUbcu0nTifklJCWFhYW4x1czZphm6+1QzR5dt9/5MexV92Z+wJc6Cqz7ounai6+h/n4Lt8DY472W8JtzQ7n3kCu2kK/aRw/e9A8q6w76XdiLtpDO5O0NZ2ffSR3RnO2loaDAXxmp+5Lh52WPva+1+Vy7rzHWTsi2XbVrULSEhAX9/f7t2XVVV1e5F3WTKehfz8vKy21nNO69jyx2rq8rabDb27t0LQGxsLBaLpcVttHSfpmlKy7b0PlyprM1mIz8/HzCydvS+70zZdu/PXcvRAK+Bp8Axj3Vqu5qGNvpKvL5/HDYvgmYD8qb3YbPZ2LNnD2Dk7SrtpImzlj32fbTVrqWP6J6yx2Z+7HacsZ04U9n25n5szl213a4oC67TR7S37InatfQRHS8Lre/PlvJ2hXbS0NBgd39LZVvi6LK6rlNfXw9gTm/uzjp0xTZcseyxOWtay0fKHVHfY+vS2mfgRGTKuhvSdZ09e/awZ8+e4755E13L47JuqIX8Xxfd6Oz1x1sy8nJAg71pULr3uIc9Lm8HkZzVk8zVkJzVkrzVkrzVazp/W3Qvd89ZjpC7IU3TzEVtWvtWR3QNj8s6Px0aayE4GiKHnLh8R4X2g/gZkPcTbFoEpzxo97DH5e0gkrN6krkakrNakrdakrd6TYuEie7l7jnLEXI3ZLFYSEpKIikpqdWpRqJreFzWu5cbPxNmQnf9Zz/qKuPnpo/gmG/4PS5vB5Gc1ZPM1ZCc1ZK81ZK81dI0jbS0NAIDAyksLHR0ddizZ89JfRHzww8/YLFYOHToUDfUqvM0TcPf3x9/f/8Ovb8bbrjBnFIeGhrKZZddZr7Hth5r/vzf/e53XflWWiWfViFE++1qGpB3w3T1JkMvAJ9AKN4Jv2zovtcRQgghhOiEpUuXous6y5Ytc3RVTpo7vIfWzJs3j9LSUtavX4/VamXevHntekw1GZALIdqnqhgObjJuJ5zSdtnO8AuCIecbt7M+6r7XEUIIIYTohGXLljFz5kyXHsy6w3tojZ+fH2FhYSQlJfHYY4/x7bffmqugt/WYajIgd0NWq5WffvqJn376ye5i9aLreVTWeSuMn1HDILhP977WqCuNn5s/hcaji3h4VN4OJDmrJ5mrITmrJXmr5ZZ5W+tb/2dr7EDZhhOX7aDCwkKysrK4/fbb7QazK1asIC4ujsWLFzNgwADCw8N57bXX2v1Yc5qmmVeXSUtLY8yYMQQGBjJx4kRycnI6XOdjFRUVkZWVxf3332/3Hj744AOmTZtm/l5WVoa/vz9FRUUArF+/nkmTJhEaGsqll15KeXm5WXbmzJksXLiQl156iQEDBrBkyRLzsS+//JLBgwfTo0cPTj/9dAoKCszHfvzxR+Lj44mOjubBBx+kf//+LF68GF3XefPNNxk4cCARERE8/PDDJ7Voobe3N1artcVBd1uPqSCLurkpWV1THY/JWsV09SYJMyGoD1QehJ3LYMh55kMek7eDSc7qSeZqSM5qSd5quV3eW55p/bHgQRB/zdHftz5//MC7SVAcJNxw9Pdtr0BjtX2Z5Cc6VLXvv/+exMRETj31VIqLi8nOzmbkyJEAFBcXM3/+fJYsWcLy5cu5//77ueWWW074WGtsNhuzZ8/mjjvuYO7cubzwwgs88MADdoPdk/H999+TlJTEGWecYfcezj//fObOnUtZWRlhYWEsW7aMlJQUIiMjKSsr45xzzuHOO+9k0aJF3Hzzzdx///2888475nbffPNNwsLCePPNN5kwYQIApaWlzJkzhzfeeIOzzz6b++67j6effpoFCxag6zrXXXcdzz77LDExMVxwwQVkZmYSHR3NypUrueuuu3j//fdJSkrivPPOY9iwYVx77bXtfp+1tbUsWLCAlJQUvL292/2YKjIgd0MWi4UpU6aYt0X38ZisdR12rzBud8flzo5l8YKRsyH9NWPa+q8Dco/J28EkZ/UkczUkZ7Ukb7Ukb7WWLVvGlClT6NWrF2PGjGHZsmXmgLyyspLXX3+d4cOHM2jQIO666y5z0bC2HmtLZmYmPXv2ZNOmTZSVlbFt27ZOv4elS5cyefJk/P397d5DSEgIp556KsuWLePyyy/n22+/5bLLLgPg66+/xsfHh8cffxxN03jggQf4zW9+Y7fdyspKfvrpJ7vrswcFBbF3715CQ0PJyMigqqrKXAyvqKiIgoICrrzySnx9fQkJCaG4uJikpCTee+89Lr74YmbPno2maVx33XUsXry4XQPy119/nYULF1JRUcGoUaP46KOP2vWYajIgd0OapuHn5+foangEj8m6eBeU7wMvXxiQouY1R11lDMi3fws1pRDQ03PydjDJWT3JXA3JWS3JWy23zHv4w60/ph3zpcPQB1suB8dfGWbw7066Sk2WLVvG4cOH+eKLL6iuriYsLIz77rsPgJ49e5KcnAxgDkqbZi+09Vhz1dVHj+BbLBZefvll/vGPf5CQkED//v275LSEpvfw+eefH/ceZs+ezTfffMPll1/OsmXLePrppwHYv38/RUVF9OzZEzCO3ldUVFBbW4u/vz9gLJjWfDDe9B7/8Ic/sHjxYoYOHUpwcLD5Hnr16kXPnj1JT08nJiaG8vJyEhMTAfjll19Yvnw54eHhgHFN8qb8TuSaa67hT3/6E6GhoWZ92/OYajIgF0KcWNPlzvpPAt8eal6zzwjoPQIObYYtn8P4m9S8rhBCCCGcg5fvict0d9kW5OTk8Msvv7BmzRp69+7NypUrmTdvHnV1dQCEhIS0+tzWHtM0ze4c5g0bjl5pZsWKFbzzzjts3bqVqKgolixZYvd4V78HPz8/LrzwQh5//HGys7OJjY0lOjoagJiYGMaNG8d///tfwBhol5eX210rvEeP4/9W/OCDD1izZg179+4lKCiIBQsWsGjRIgAaGxsZM2YM5557Lo2NjTz33HNERkaar3fbbbdx7733AtDQ0NDuc71DQkKOOy+/PY+pJvNZ3JDNZiM/P5/8/HyHLU7gKTwm66bp6t25unpLkucYP7OMTt9j8nYwyVk9yVwNyVktyVstyVudpUuXkpiYyOjRo4mOjubiiy+moaGBVatWnfQ2+/Xrx4EDB9i7dy/V1dU8/vjj5mMVFRWAsbhaWloa9913X6fXC2h6D5MmTSIuLo5LLrnE7j2Eh4czZMgQnn32WWbPnm0+77zzziM/P59169YREBDAJ598wqxZs05Yn4qKCnRdp6SkhG+++YannnrKfM7y5cspKysjIyOD/Px8c/ANcN111/HFF1+Qn5+Pl5cXjzzyCI888kin3ruzkQG5G9J1nd27d7N79273W9zDyXhE1tZGyFtp3E44Te1rj7zcmJK2bw2U7PaMvJ2A5KyeZK6G5KyW5K2W5K3OsmXLOPXUU6mvr6e+vp7g4GAmTpzI0qVLT3qbiYmJ3HPPPUydOpVp06Zxzz33mI/NmjWLWbNmMXbsWObNm8fcuXMpKCho17nnbb2H0047+nddS+/hsssu48MPP+TSSy817wsLC2Px4sW8+OKLJCQk8PHHH7N48eITLoh2/fXXExcXx9ChQ3nyySe57bbb2Lp1K7W1tUydOpXCwkKmTZtGdHQ0ISEhPPXUUwBMnz6dP/7xj9x4440MGzaM+vp6FixYcNLv2xlpunxiu8SRI0cIDQ2lvLy8zWkqKthsNrZv3w5AUlKSLOzRjTwi633r4B9ngn8YPLTbWHBNpfcugV0/wsw/YpvxkPvn7QQ8ol07GclcDclZLclbLVfNu7a2lry8POLj481zkF2BruvU1tYC4O/vj3bseeqi3R577DH279/PX/7yF3x9ffnhhx+44447KC4uduqc22q7HRkbyjnkbshisTBkyBBHV8MjeETWTZc7i5+hfjAOkHylMSDP+gjLKb93/7ydgEe0aycjmashOasleasleaulaRoBAQGOroZbuOiii7jzzjtJSkqioaGBpKQk/v73vwOekbMMyIUQbWta0E3F5c5aMvR8+KoHlObB/vXQf6Jj6iGEEEIIIbrc+PHjWbNmjaOr4TCuMZdFCOEYdRXGIBggYaZj6uDbA4ZdaNzOctw1IoUQQgghhOhqcoTcDVmtVtLT0wGYMmUKXl4OmGbsIdw+6z1pYGuEsAEQnuC4eiTPgawPsWZ/TnrIhWDxds+8nYTbt2snJJmrITmrJXmr5ep5u9qyVrquU1lZCUBQUJBTndvsTpw5565qs3KE3E01NjbS2Njo6Gp4BLfO2tHT1ZvEz4DgaKgro/HQNvfN24m4dbt2UpK5GpKzWpK3Wq6Yd9P1q6urqx1cEyE6pr6+HqDTX37JEXI3ZLFYmDhxonlbdB+3z7ppQbcEBw/ILV6QfAWWtFeZWL8KJl7nnnk7Cbdv105IMldDclZL8lbLVfP28vIiLCyMwsJCAAIDA53qKGhrdF03c66trXWJOrsiZ83ZZrNRVFREYGDgCS/5diIyIHdDmqYRGBjo6Gp4BLfOuvwXOLwN0Iwj1I6WfCVa2qsE7voGqAXNTXN3Am7drp2UZK6G5KyW5K2WK+fdp08fAHNQLoQrsFgsxMbGdvpLAhmQCyFalveT8bPvaAgMd2hVAOg9DPqMhIPZsOUzmHCLo2skhBBCiC6gaRrR0dFERUXR0NDg6OoI0S6+vr5dMhtFBuRuyGazceDAAQCio6NdatqSq3HrrJ1lunoztuQrOXCwCNZ/TfS4m9wrbyfi1u3aSUnmakjOaknearlD3l5eXi6zGJ075O0KPCFnGZC7IV3X2bFjB3B0CpDoHm6bta7D7hXGbUcv6NaMPuxSdiz7Ggpr6HN4J0QlObpKbslt27UTk8zVkJzVkrzVkrzVkrzV8IScZUDuhjRNIzIy0rwtuo/bZn1oC1QVgk8g9J/k6NqYtJA+RPaOhoPZaJs/htMecXSV3JLbtmsnJpmrITmrJXmrJXmrJXmr4Qk5a7qrXfTPSR05coTQ0FDKy8sJCQlxdHWE6JzVf4Olj0LiGXDtp46ujb3sT+DTm41ro9+TBW7aOQshhBBCCNfUkbGh+03CF0J0nhOeP24afC74BkPZXshf4+jaCCGEEEIIcdJkQC6EsNdYB3tXG7cTZjq0Ki3yDYRhFxq3N33k2LoIIYQQQgjRCTIgd0NWq5XVq1ezevVqrFaro6vj1twy631robEGekRB7+GOro0dM2/vFKxYYMvn0FDr6Gq5Hbds105OMldDclZL8lZL8lZL8lbDE3KWRd3cVH19vaOr4DHcLmtzuvpMpzw/u76+Hnr0g+AYqMiH7d/C8IsdXS2343bt2gVI5mpIzmpJ3mpJ3mpJ3mq4e86yqFsXcaZF3XRdp6qqCoAePXq47YqEzsDtsq4phTdmQHk+XPw6jL7a0TWyY5d3+gtoaS8b55Rf9aGDa+Ze3K5duwDJXA3JWS3JWy3JWy3JWw1XzbkjY0M5Qu6GNE0jKCjI0dXwCG6VtbURPrnJGIyH9och5zm6Rsexy3vUlZD2MuxYClXF0KOXYyvnRtyqXbsIyVwNyVktyVstyVstyVsNT8hZziEXQhh+eAJ2/QjeAXDlB+Af6ugatS1qCESPBlsjbHayS7MJIYQQQgjRDjIgd0M2m42DBw9y8OBBbDabo6vj1twm66z/GtceB7h4AUQnO7Y+rTgu71FXGg/Iautdym3atQuRzNWQnNWSvNWSvNWSvNXwhJxlyrob0nWd3NxcACIjIx1cG/fmFln/8jMsvsu4Pf1+GHGpY+vThuPyHjEbvnsEftkAh3dAxCAH19A9uEW7djGSuRqSs1qSt1qSt1qStxqekLMMyN2QpmmEh4ebt0X3cfmsKw7BR9eAtQ6SZsGpjzq6Rm06Lu+gSEg8A3Z8B5v+C6c5d/1dhcu3axckmashOasleasleasleavhCTnLKutdxJlWWReiXRrr4F8XGNcdj0iCW753/vPGW7L5U2MxutBYuCcLLHImjhBCCCGEcJyOjA3lL1chPJGuw9f3G4Nxv1C48kPXHIyDcdkzvxBjdfjcrxxdGyGEEEIIIdpNBuRCeKL170Dme6BZ4PJ/QkSio2t08nwCYNwNxu0vf2ucSy6EEEIIIYQL8NgB+eHDh4mPj2fPnj3mfZs3b2bChAn07NmTBx98EFedzW+1Wlm7di1r167FarU6ujpuzSWzzlsJ3/zeuH3Gk8Y52C6i1bxPewxip0DdEfjwSqgpc1gd3YFLtmsXJ5mrITmrJXmrJXmrJXmr4Qk5e+SA/PDhw5x//vl2g/G6ujouuOACxo0bR0ZGBjk5OSxcuNBhdeysmpoaampqHF0Nj+BSWZfugUXXg26FkVdAyl2OrlGHtZi3ty9c8R6ExEDxTvhsLtjcs9NWxaXatZuQzNWQnNWSvNWSvNWSvNVw95w9clG3M844gwsvvJB77rmHvLw84uLi+OKLL7jpppvYv38/gYGBZGVl8dvf/pZVq1a1a5tNJ+6XlJQQFhZmrgJos9nQdR1N07A0W2yq6Rsei8XS5WV1XaeyshJN08xFBJqu2+fl5dXmdnVdV1q2pffhbGXbyl3XdcrLy7HZbISEhODl5eXQfd9m2YZq+OfZcGgz1j5j4IavsPj1cNi+P5l2AlBZWQlAcHCweZ9ZtmAjtn+cg26tRZt6D5Yzn2jXdru7nbR7Hzmo7LHvWdd1jhw5gtVqPa5dSx/R8X3fnrKapnHkyBEAevToYT7fmduJM5Vt7/7UdZ2ysjJ0XSc0NNTufke3k67YR8627y0WS5vtWvqIrm0nNpuNiooKLBYLISEhaJrmEu3EmfqIjpTt6v7E2T73zrLvrVYrR44cwcvLq8127Wyf+6qqqnYv6uaRlz17++23iY+P55577jHvy8rKYvLkyQQGBgKQnJxMTk5Oq9uoq6ujrq7O/L3pP5zVq1dz5pln4uvrC8C+ffvIy8sjOjqawYMHm+XT0tKw2WxMnjwZf39/AAoKCti5cydRUVEMGzbMLLtmzRoaGhqYMGECPXr0AODgwYNs376diIgIRowYYZZdv349tbW1jB071tz5hw4dYuvWrfTs2ZNRo0aZZTds2EB1dTWjR48mLCwMgOLiYjZv3kxISAhjx441y27cuJGKigpGjhxJr169ACgtLWXTpk0EBQUxfvx4s2x2djZlZWUMGzaMqKgoM5/MzEwCAgKYNGmSWXbz5s2UlJQwZMgQ+vTpAxgNOCMjA19fX1JSUsyyW7dupaioiEGDBtGvXz/A+MZs3bp1eHt7M23aNLPs9u3bOXjwIAkJCcTGxgJQX19Peno6mqZxyimnmGV37txJQUEBcXFxxMXFAUan0PRlzIwZM8wPe15eHvv27aN///4MHDjQ/NJj5cqVAEybNg1vb+NjlZ+fz549e+jbty9JSUnm661atQpd15kyZQp+fn4A7N+/n927d9OnTx+GDBlilk1PT6exsZGJEyeabfPAgQPs2LGDyMhIhg8fbpZdu3Yt9fX1jB8/nqCgIAAKCwvJzc0lPDyc5K3Pw6HN0COKjCF/pGZNBmPGjCE01FjMraioiJycHMLCwhg9erS53czMTCorK0lOTjYvO1FSUkJ2djbBwcGMGzfOLJuVlcWRI0cYMWIEERERAJSXl7Nx40YCAwOZOHGi3b4vLS1l6NCh9O7dG4CKigp+/vln/P39mTx5slk2JyeHw4cPk5SURN++fc12sn79enx8fJg6dapRsO9ocif8hcI1i0hM+4iYPiNg5Gzq6upYs2YNFouFGTNmmNvdsWMHBw4cID4+ngEDBgDQ0NDA6tWrAZg5c6ZZdvfu3ezfv5/Y2FgSEhIAozNOTU0FYPr06WZHvWfPHvLz84mJiSEx8ej5+U1lU1JSnKqPKCwstOsjNE0jNDSUdevWSR9B5/oIMP6Dbtr3bfURTZ/Fn376yTF9RHKyWTYjI4OamhqX7iOqq6uP6yM0TePAgQMUFhaSmJhITEwMgPQRHewjmrTn74im9rNhwwbpI+hcH9HEYX9HeEAfAZCbm9uuPkLTNAoLC6WPoHN9RBN3+ztizJgxtJdHTlmPj48/7r4jR47Y3a9pGl5eXpSWlra4jWeffZbQ0FDzX//+/butvkJ0Wu7XsHUxWHxgznsQEOboGnWf2MnGPzAWeSvIdGx9hBBCCCGEaIVHTllvommaOWX997//PQ0NDbz00kvm4/3792fNmjXmNyTNtXSEvH///k4zZb24uBhN04iMjDTLg2dMIerqsieasl5YWIjNZiMyMtI5p6xv/Rrt4+uwoMOFf4Oxv3GKfX+yU9aLi4sBiIiIOH7KelNZayPaf6/BsnMphPRDn7scW2BEq9uV6ajHT1kvKirCarUe166lj+i+KetFRUUAhIeHy5T1DpbtyBTTQ4cOoes6UVFRMmVdwZT1ttq19BFdP2X98OHDWCwWIiMjZcq6ginrXdmfONvn3ln2vdVqpaioCC8vrzbbtbN97mXK+kkIDw9n8+bNdvdVVFSY00GO5efnZ04Taq75H66AXQM+ttyxuqqs1Wpl69atwNHpLy1to6X7mmYGqCrb0vtwpbI2m83MOioqyuH7/riyh7fBl/MAHSbeCmN/02pZ1fv+ZNqJ1Wo1TyVpPrXruLIWX5j9Drx9OhTvQPv4erx+s9hY/K2F7XakDidbFhTv+w6UPfZ92Gw2M+dj27X0Ed1T9kRt2xnbiTOVbW/uNpuN3NxcAHOaY1dstyvKguv0Ee0te6J2LX1Ex8tC6/tT13Wzfbf195+ztRMVZbtjH6nuT8D9+oj2lNU0jW3btgFtt2tn+Hy2VvZEZED+qwkTJvD222+bv+fl5VFXV2ee6+Jqms7TEN3PabOuLoEPr4L6SoibDmc/4+gadYl25+0fCld9CG+fBvnp8M1DcMEr3Vk1t+K07dqNSeZqSM5qSd5qSd5qSd5quHvOMmX91ynrjY2N9O3bl/nz53PjjTcyd+5cDh48yP/+9792batplfX2TEsQottZG+E/s2H3cgiNhVtXQI9ejq6VY2xfCh9cAehw3ksw4WZH10gIIYQQQrixjowNPXJRt5Z4e3vzzjvvcOeddxIREcGXX37J/PnzHV0tIU7O948bg3GfQLjqA88djAMknQVnPG7c/uYh2JPm2PoIIYQQQgjxK48+Qt6SgwcPsmHDBiZPnmwuud8ecoRcOI2NH8IX84zbl/8Lhl/s0Oo4BV2HT2+BzZ9AYC9jxkBYrKNrJYQQQggh3FBHxoYyIO8izjQgt1qtZGYal3oaM2bMSS0uINrH6bLevwHePQesdTDjITjtEcfWp4t1Ku/6anh3FhzIgj4j4abvwLdHN9XUtTldu/YAkrkakrNakrdakrdakrcarppzR8aGsqibm6qsrHR0FTyG02T9ywb47zXGYHzwuTDzj46uUbc46bx9A2HOf+DtU+FgtnGN8tnvQrMVxMVRTtOuPYhkrobkrJbkrZbkrZbkrYa75yxHyLuIMx0h13Wd0tJSAHr27Gl3ySLRtZwi64qD8MOfYeN/jN8jh8DNy8Df/U6d6JK896bDvy4AWwOc/ieYfn8X19L1OUW79jCSuRqSs1qSt1qSt1qStxqumrNMWXcAZxqQCw/RWAdrFsDKF4xLmwGMugrO/DMERbX9XE+X8S589TtAg6s+gsGzHF0jIYQQQgjhJmTKuhDuTNdh2xL47hEozTPu6zcOzvkrxIx3bN1cxfgbjWnrGf8wFnub+wNEDnZ0rYQQQgghhIeRAbkb0nWdkpISAMLDw11maocrUp514Vb49g+we4Xxe1AfOPNJGHkFWNz/KoZdmves56AoF/amwYdXGYPygJ5dVFPXJn2IepK5GpKzWpK3WpK3WpK3Gp6Qs/v/Be+BbDYb2dnZZGdnY7PZHF0dt6Ys6+oSWPIgvD7VGIx7+cK0++CuDBh1pUcMxqGL8/b2hSv+DaH9oWQXfHIz2KxdU1EXJ32IepK5GpKzWpK3WpK3WpK3Gp6Qsxwhd1PBwcGOroLH6NasrY2w4V1Y/heoMRa0YMj5cNbTEB7ffa/rxLo07x4RcOUH8I+zYNcP8P0TcNZTXbd9FyZ9iHqSuRqSs1qSt1qSt1qStxrunrMs6tZFZFE30eV2/2RMTy/MMX6PGgaznoWEmQ6tllva/Bl8cqNx+9wXYPzNHjPrQAghhBBCdK2OjA3lL04hnE1JHvz3Wvj3hcZgPKCnMUi8LVUG491lxKVHL3+25AF4awZs+8ZYQE8IIYQQQohuIlPWhTjWkQPw3R8hqDcMSIHYKd17GTFdh8M7YN8a4xrZmz8Fax1oXjDhFpj5BwgM777XF4ZTHwVvf0j7P2MF9g+vNFavP/VhGHg6uOEiIkIIIYQQwrFkynoXcaYp61arlaysLABGjRqFl5eXQ+vjcr75Pax9w/6+XonGwHxAivEvbABo2sll3VALBzZC/hrj3761UFNiXyZhprEKeNTQLnlL7kJJ264ugbRXYd1b0FBt3Bc7BU59BOKnd/3rOSHpQ9STzNWQnNWSvNWSvNWSvNVw1ZzlOuSCI0eOOLoKrqmxHrI/Nm4POd+YPl6YA8U7jX+Z7xmPBfeFAVMgZjJHDvc0FgdrTVWxMejOTzd+FmSCtd6+jLe/cTQ2drIxGI+bLkdkW9HtbTsw3LiU3JTfwqpXYP07xr771/kQP8M4kh47qXvr4ASkD1FPMldDclZL8lZL8lZL8lbD3XOWI+RdxJmOkOu6TnFxMQC9evVyy+v1dZvcJfDRVdAjCu7bCl7exurm+WuN61XnpxsDalsjADpQTE/wDaHXgGFocVOMgXVJnjEFPX8tFO84/nV6RBqD7/6TjZ99ko3LcIk2OaRtHzkAqS/ChoVgazDuSzzDmMreb1z3v74DSB+inmSuhuSsluStluStluSthqvm3JGxoQzIu4gzDchFJ/z3Oti6GKbcCWf/peUy9dXwSwbsXW3827/+6NTm1kQMNgbesZOh/yQIT5Aj4K6mLB9WPg+Z/wH91+uVD70QTn8cIhIdWzchhBBCCOE0ZEDuADIgdwPVJfDiYGM6+bxV0Gdk+55nbYADm44eQT+QBWGxxsA7dgr0nyiLsrmTkt3w018h6yNAB4s3jLsBTvl99y7+J4QQQgghXIIMyB3AmQbkuq5TXl4OQGhoqMtM7XC49f+Ar++D3iPg9rR2PUWyVsup8j6UA98/ATu+M373DYKUu4zZFX5BjqtXF3CqnD2EZK6G5KyW5K2W5K2W5K2Gq+Ys1yH3cDabjY0bN7Jx40ZsNpujq+M6sj4yfo66st1PkazVcqq8ew+DaxbB9V9B37FQXwkrnoX/G2N8uWNtcGz9OsGpcvYQkrkakrNakrdakrdakrcanpCzrLLupgIDAx1dBddSvAv2rwPNAiMv79BTJWu1nC7v+Okw90fY8jn88GcozTNmWqxZYJxfPvQCl1wvwOly9gCSuRqSs1qSt1qSt1qStxrunrNMWe8izjRlXZyEH/8CK/9qrJ597aeOro1wVY31xmrsP82H6sPGfTET4cw/G5fJE0IIIYQQbk+mrAvRETYbbGqarn6VY+siXJu3L0y6Fe7OhBkPgU+gMfPi3Vnw4dVQtM3RNRRCCCGEEE5EBuRC5Kcbl7TyC4Eh5zm6NsId+IfAaY8YA/NxN4DmBdu+hgWTYfHdxrXNhRBCCCGEx5MBuRuyWq1kZWWRlZWF1Wp1dHWcX9aHxs9hF4FPQIeeKlmr5XJ5B/eBC16FO9bAkPNBt8HP/4K/jYUfnoLackfXsEUul7MbkMzVkJzVkrzVkrzVkrzV8IScZVE3N1VaWuroKriGhhrY8oVx+ySnq0vWarlk3pFJcOV/IH8NLPsT7FsLqS9A+t+NWRnJc2DgqeDl4+iamlwyZxcnmashOasleasleasleavh7jnLgNwNWSwWhg4dat4Wbcj9GuorICwWYju+6JZkrZbL5x07GW76zmh3Pz4NRVth8yfGv8AIGHGpMTjvN86hK7O7fM4uSDJXQ3JWS/JWS/JWS/JWwxNyllXWu4issu6i3p8NO5cZC3Cd9oijayM8ia5Dwc+waRFkf3J0VXaA8ARjYD7ycug10HF1FEIIIYQQHdaRsaEMyLuIDMhdUMUheGmIcV7vXT/LwEc4jrURdq+ATf+F3K+gofroYzETjMH58EugR4TDqiiEEEIIIdqnI2NDmbLuhnRdp6KiAoDg4GA0B059dWrZHxuD8ZiJJz0Yl6zVctu8vbxh0BnGv7pKY0r7pv/C7uWwf73x79s/wMDTIfkKGHwu+AZ2W3XcNmcnJpmrITmrJXmrJXmrJXmr4Qk5u+dEfA9ns9n4+eef+fnnn7HZbI6ujvPKarr2+JUnvQnJWi2PyNsvCEbNges+g/ty4exnoe8YsDXCju/g05vhhUGQ+lK3VcEjcnYykrkakrNakrdakrdakrcanpCzHCF3U/7+/o6ugnM7mA2HssHL15gK3AmStVoelXdwb5hyh/GvaDtkLzKOnJflww9PQsJM6De2W17ao3J2EpK5GpKzWpK3WpK3WpK3Gu6es5xD3kXkHHIX890jkP4aDL0Q5rzn6NoI0X66Dp/eYqzMPvB040i6EEIIIYRwGh0ZG8qUdeF5rI3GytYAo692bF2E6ChNM64IYPGGXT/AnjRH10gIIYQQQpwkGZALz7N7OVQVQmAvSDzD0bURouPCE2DMdcbtH58yjpoLIYQQQgiXIwNyN2Sz2di8eTObN29228UPOiXrQ+PnyMvBy6dTm5Ks1ZK8mznlIfDyg/x02Pl9l25aclZPMldDclZL8lZL8lZL8lbDE3KWRd3ckK7rHD582LwtmqktNy4pBZ1aXb2JZK2W5N1MSF+YONdYC+GHPxvnk1u65jtWyVk9yVwNyVktyVstyVstyVsNT8hZBuRuSNM0kpKSzNuimZwvobEWIodA9OhOb06yVkvyPsa0+2DDQji4CbZ+2ekrBjSRnNWTzNWQnNWSvNWSvNWSvNXwhJxllfUu0rSSXklJCWFhYWaDsdls6LqOpmlYmh29slqtAFgslm4vq+u6OcXDy8vLqcq29D66tey750P+arzO+BNMu7dd2z1R7h0p21o+zlBW2knnyjpsfy5/FutPf4Veg7Dcnobm7dPh7cq+79597xTtpAvKSjtx0T6iC8rKvpc+QtqJ49tJa+/ZGcrKvj++bFVVVbtXWZcj5F1s9erVnHnmmfj6+gKwb98+8vLyiI6OZvDgwWa5tLQ0bDYbkydPNq+tV1BQwM6dO4mKimLYsGFm2TVr1tDQ0MCECRPo0aMHAAcPHmT79u1EREQwYsQIs+z69eupra1l7Nix5s4vLCxk69at9OzZk1GjRpllN2zYQHV1NaNHjyYsLAyA4uJiNm/eTEhICGPHHr2+8caNG6moqGDkyJH06tULgNLSUjZt2kRQUBDjx483y2ZnZ1NWVsawYcOIiooCjC8sMjMzCQgIYNKkSWbZzZs3U1JSwpAhQ+jTpw9gNOCMjAx8fX1JSUkxy27dupWioiIGDRpEv379AKipqWHdunV4e3szbdo0s+z27ds5ePAgCQkJxMbGAlB/aAfp+VY0JnLKyCvMsjt37qSgoIC4uDji4uIA44O+atUqAGbMmGF+2PPy8ti3bx/9+/dn4MCBgPHhS01NBWDatGl4exsfq/z8fPbs2UPfvn3Nb/YAVq1aha7rTJkyBT8/PwD279/P7t276dOnD0OGDDHLpqen09jYyMSJEwkMDATgwIED7Nixg8jISIYPH26WXbt2LfX19YwfP56goCBz3+fm5hIeHk5ycrJZNiMjg5qaGsaMGUNoaCgARUVF5OTkEBYWxujRo82ymZmZVFZWkpycTHh4OAAlJSVkZ2cTHBzMuHHjzLJZWVkcOXKEESNGEBERAUB5eTkbN24kMDCQiRMn2u370tJShg4dSu/evQGoqKjg559/xt/fn8mTJ5tlc3JyOHz4MElJSfTt2xeA6upq1q9fj4+PD1OnTjXL5ubmUlhYSGJiIjExMQDU1dWxZs0aLBYLM2bMMMvu2LGDAwcOEB8fz4ABAwBoaGhg9erVAMycOdMsu3v3bvbv309sbCwJCQmA0Rk37fvp06ebHfWePXvIz88nJiaGxMREcxtNZVNSUrquj5jyW9asTqOhuJEJGR/QY/L1gPQRJ9VH1NeTnp6OpmmccsopZlnpI6SPcOk+Avk7oon0EdJHSB8hfQSo6SPGjBlDe3XshMPdC+ED7fh/uxee+LlFq+F/g+3v03VYdzt8Eg4fh0H6DdBY06EqiePpuk51dTVVVVVue67FSdnyufGzZxyE9uuSTeq6TlVVFfX19ZK1Ak15S9tuxj8E4qYbt9P+Bo11nd6ktGv1pG2roes6dXV10rYVkXatlq7r1NbWSt6KNOUt/Un3auq33bldd2zKurUerNVHf2+shG/GwFlrIHhg688r2QArzgWvALhoz9H7d/8b8hbC5Heh4QisuQn6ngPJf+7wG3E0Z5qybrVaSUtLQ9M0pk+fjsVikWkkuo7+f2Oxle6BixbgNeaqdm+3rdytVisrV65E13WmTZuGj4+PU00hcrfpRjabjbQ047rb06ZNM5/nDFOTHLo/ayrgtYlYqgrQznkeJt3aqX1vtVpJTU3FZrMd167dto/oRNmumI7a/AhZSkoKXl5e0kd0Qztp3mdPnz4dHx+fLtlue8o62/5Use+BNtu19BFd204aGxvt/v5r6s87u11P6iM6Urar+xNn+9w7y75vaGhg1apVWCyWNtu1s33uu2/Kupev8a/JjgUQc0nbg/HGKlh5KQy6E3b/w/6x4nXQfzb0MKZ4EHMxlG/pUJWcjZeXl9kwALsGfGy5Y3Vl2aZpLGAsgNDSNlq6T3XZlt5Ht5Tdvx6tdDdePj1g2AVdWoemrJ1l359sWVdpJ03/4Tm8TXWwLHTj/gwIhpn3w9f3w8rnYcw1WHx7tHu7Lb2PppyPbddu20c4uKzVarXL/Njy0ke0XbYjuTf12c2f4wztBNzv/4cTtWvpIzpeFlrfn15eXnZ//7VVtiPbbW9Zd+kjnLU/AffrI9pbtunUjJPZrjN8lk/k5Bd1s9bClwPgrLUQFNdGuXqoK4KKHbDmBvsj5Dteh7z3YPrnYKuFFefDkPtg4I0nVSVHajpC3p5vQYQDfHUvZPwTRl0Fl7zh6NoI0fUa6+G18VC2F05/HKbf5+gaCSGEEEJ4pI6MDU9+Ubc9H0CvSW0PxsE4oh7YzxiQH2vgLcag/HPjBHv6XQAJ1590lcQJ6Do0VrT+uOYN3oFHf2840kZZL/BudgSuoQJo5bud48pWAraWy2IBn6CTK9tYBbr1+GKNdbDlY+N207XHWytrVBh8gps9vxr0xlbKAj4h7S/rHQxNRxsba0BvaKNsEGi/fvtmrQVbfdeU9eoBll+/vbPWga2Nc447VDYQLL92KdZ640u29pZFBy+/1suLE/P2hVMfhs9vg7RXYfxNEBDm6FoJIYQQQog2nPyAfMcbMPKJzr36tlfBJwwu2gtosO42yHwQxr7Yue2K1m19qfXHQpIg7uqjv2/7P7C1MrgMirf/8mTH68ZgtCWB/SBx7tHfd70N9eUtl/WPgqQ7jv6+eyHUHW65rG9PGHLP0d/3/AeqC44vV5QL/ofBZyDE/boy5t5FULW35e16+cLwh4/+vu8zqNjZcllNg5GPH/39l6+gPKflsgAjHgHNmL7HgW+hNKv1ssMeOvoFycHvoTij9bJD7gVfY5VTClcaiyi2Jum34B9p3D68Gg791HrZxFsh0FiNlOL1Rj1aM/DGo6eflG6EgiWtl427BkIGGbfLt0DB1zDwZgiIbv054sRGXg6rXjbafPprcNqjjq6REEIIIYRoQ8dWWW9SsRMqd0L0mZ179T3/gaEPQo9Y6NEfRj8Lu/5x4ueJNtlsNnJycsjJybFbWAUwjqK29g+te8pqxzazDpTt0Ha1lssc+nVdguQroOl8D62VspqF4z4Wbby+zabZZ93WdttbX2ct25H3dqKyzc5JpvaQ8cVPW18M/KrNti2M2QxNg/D0BVBZdFKbkZzVk8zVkJzVkrzVkrzVkrzV8IScT+4Ief4i6Hs+WHw69+q6DeoKj/5ec7CNacSivXRdp7DQyLX59QiNo7l/av+Gmh8lPpGhD7S/bPOj2ifS/Gj5iTQ/Ct+k6jB8/irY/I5OVwdIuKH9220+a+AYutVK4a8ryA4ePBhiL2//dvtfbPxrj37nGf/aI/rM9n9Z1num8a89Iqca/9qj1wTjX3uEj4PDa6BiG9QeBv+IVou22rbFUUPOh75joCATVr0Es57t8CYkZ/UkczUkZ7Ukb7Ukb7UkbzU8IeeTG5AXfHv8gKa+zDg/1tKBleUip8OW54xzjG31kDMf+l14UlUSR2maRmJionnbo2V/Yhx97TsWIrv+QyxZdwH/SAgZAkdy4XAaxFzUalHJux00DU57DN6/FNa/A1N+C6ExHdyE5KyaZK6G5KyW5K2W5K2W5K2GJ+Tc8QF5Yw0Ur4WJb9nf/0lPOCcTeo5u/7ZGPW0sHJb5kLHYWPTZMO7VDldJ2LNYLMTEdOwPcLeV9aHxc9RVbZc7SZJ1F4mcagzISzdB71PtF8prRvJup4GnwYBpsHcV/PRXuPD/OvR0yVk9yVwNyVktyVstyVstyVsNT8j55C97JuzIZc+cUOFWWDDZWM37/u3Qo5ejayTasutdY6G9yBSIPsvRtXF9+Wvgn2cbM5DuXA+9Bjq6RkIIIYQQHqEjY8OTW9RNODVd16mtraW2thaP/r4l6yPj56Czu20wLll3ochpxs+SDOMSay2QvDsgdrLR9nUrLH+mQ0+VnNWTzNWQnNWSvNWSvNWSvNXwhJxlQO6GbDYba9asYc2aNW67GuEJ2aywaZFxu/libl39MpJ11wlOhIjJEP+bVq9JLnl3UNOK65s/gYPZ7X6a5KyeZK6G5KyW5K2W5K2W5K2GJ+QsA3I3ZbFYsFg8ePfm/QQVBeAfBklnd+tLeXzWXUXToO8sCGz7PCHJuwOik2H4pcbtH//SoadKzupJ5mpIzmpJ3mpJ3mpJ3mq4e85yDnkXkXPIncynt0D2xzDhFjjvRUfXRpwM3dbCddNFhx3eAX+faOR58/fQv52XoxNCCCGEECdFziEXnq32CGz9yrg9qvVriAsn1VgDvyyBHW8Yg0jRORGDYPSvn4Mf/+zYugghhBBCCDsyIBfuJ+cLY1AXMRj6jXV0bURHaV5QvhlqC6E8x9G1cQ+n/B68fCFvJexe4ejaCCGEEEKIX8mA3A3ZbDa2bdvGtm3b3HbxgzZt/PXa46OvMs5L7kYen3V38PKFXpOM20Vp0OysGsn7JIXFwvibjNs//Nku05ZIzupJ5mpIzmpJ3mpJ3mpJ3mp4Qs4yIHdDuq5z4MABDhw44LaXB2hVSR7krzbOPU6e0+0v59FZd6deE8DiAzUHoHK3ebfk3QnT7wefQPhlA2xb0mZRyVk9yVwNyVktyVstyVstyVsNT8jZ29EVEF1P0zTi4+PN2x6l6drjCTMhpG+3v5xHZ92dvAMhfBwcXgNFqyB4ICB5d0pQFEy+HVJfhMV3GwPzUVdDROJxRSVn9SRzNSRntSRvtSRvtSRvNTwhZ1llvYvIKutOwGaD/xsFZflw6TuQfLmjayQ6o74ctr1qLOyWOBcC+zm6Rq6vphTePg1Kjs46IGYCjLoKRlwKAT0dVzchhBBCCDchq6wLz5S/2hiM+wbDkPMcXRvRWb6hEDbSuH14tWPr4i4CesLt6TD7n5B4pnFqx/718PV98MJgWHQ9bP8OrI2OrqkQQgghhEeQKetuSNd1GhoaAPDx8XHb6R3HaVrMbfjF4Buo5CU9NmtVIqeCdxBETAYk7y7h4w8jLjP+VRyETYsg60MozDGuUJDzBXqP3jQMvxxGXo5PzCjJWQFp22pIzmpJ3mpJ3mpJ3mp4Qs4yZb2LONOUdavVSmpqKgDTp0/Hy8vLofVRor4KXkiC+kq48VsYMEXJy3pk1g4keXcTXYcDWcbAPPtjrNWlpGKsdD+9dzVeY66CkZdDjwgHV9R9SdtWQ3JWS/JWS/JWS/JWw1VzlinrwvNs/coYjPeMh9jJjq6N6C66e17uwuE0DfqOhnPmw325cPm/ISLJmNJ+KBu+/QO8OBg+ugYqixxdWyGEEEIItyFHyLuIMx0h90j/vgh2r4CZD8PM3zu6NqKrVf8Ch34E/z4Qfaaja+M5qksg+xPI+gAKMo37Rl4Bl73t2HoJIYQQQjgxOUIuPEv5ftj9k3F71JWOrYvoHo2VULELSjLAWuvo2niOwHCYdCvcugKu/59x3+ZPoXSPI2slhBBCCOE2ZEAuXF/WR4AOA6ZBzwGOro3oDsFJ4B8F1jooznB0bTxT/AwYeBroVlj9mqNrI4QQQgjhFmRA7oZsNhs7d+5k586d2Gxufs6trhsLUQGMvkr5y3tU1o6kaRA5FZsNdm5exc7t2yTvbtRqu552r/Ez8z2oLHRM5dyU9CVqSM5qSd5qSd5qSd5qeELOMiB3Q7qus3//fvbv34/bLxGwPwOKd4JPIAy7SPnLe1TWjhY6At0nhP1FtezfuUHy7kattuu46dBvHDTWwto3HFdBNyR9iRqSs1qSt1qSt1qStxqekLNch9wNaZpGbGysedutZX1g/Bx6IfgFK395j8ra0SxeaJFTiO31HfgcQMM9O2Vn0Gq71jSYdh/89xpY9w5M/R34yyKWXUH6EjUkZ7Ukb7Ukb7UkbzU8IWeXXGX9gw8+YPHixezbt4+FCxfyyCOPsGDBAiIiHHeNXFll3QEaauHFJKgth998CQkzHV0j0d2s9bDtZWisgQFXQOgwR9fI89hssGASHN4OZ/4Zpt7j6BoJIYQQQjgVt15l/ZFHHuH3v/898fHxZGVlYbEYb+G2225zcM2EctuWGIPxkBiIm+Ho2ggVvHyh9+kQc6Gx0JtQz2IxjowDpP/d+GJMCCGEEEKcFJcbkL/99tssWbKEZ599Fh8fH3x8fHjppZf4/vvvHV01p6HrOlarFavV6rbnWgBHF3MbNccYJDiAx2TtJHRdxxo2BmvoKHTNy9HVcVsnbNcjL4eQflB56OjnUHSK9CVqSM5qSd5qSd5qSd5qeELOLjcgDwsLY9++fXb3/fLLL/Tu3dtBNXI+NpuN1NRUUlNT3XY1QioOwc4fjNuj1K+u3sQjsnYix+Xtph2zo52wXXv7wpQ7jdtpr4LNqraCbkj6EjUkZ7Ukb7Ukb7UkbzU8IWeXG5A/+uijXHLJJVx11VXU1dXx8ssvc9VVV/HYY485umpCpexFxvWQYyZAxCBH10Y4QkkmbP8bVBc4uiaeadz1ENATSvMg50tH10YIIYQQwiW55KJuK1eu5P3332f//v3ExMTwm9/8hmnTpjm0Ts60qJuu6+Y3SBaLxf1WJNR1eH0qFG6B816CCTc7sCpunrWTscv7ly/QyrIhbDjEXu7gmrmXdrfrFc/BimehTzLcttJYhV2cFOlL1JCc1ZK81ZK81ZK81XDVnDsyNnTJAbkzcqYBuds7kAVvzgAvP3hgm3GUTniemkOw43VjEJh0J/j1cnSNPE91Cbw8HBqq4drPIPF0R9dICCGEEMLhOjI2dLnrkMfHx7f6zcju3bsV10Y4xMZfrz0+5FwZjHuygN4QPAgqdkDRaoi5wNE18jyB4TDuBlizAFa9LANyIYQQQogOcrkB+cKFC83b1dXVZGRk8NZbb/GnP/3JcZVyMjabjT179gAQFxdnXhrOLTTWQ/bHxu1RVzu2Lrh51k7ouLyjphkD8tKN0Hsm+AQ7snpuo0PtespvYd1bsCcV9q2H/hPUVNLNSF+ihuSsluStluStluSthifk7HLv6JRTTjH/nXPOOTz22GMsX76c999/v9Pbvvvuu9E0zfyXmJjYBTVWT9d18vPzyc/Pd7/LA+xcBtXFENQbBp7m6Nq4d9ZO6Li8A2OhR39jgb/itY6untvoULsOjYHkOcbttFe6vW7uSvoSNSRntSRvtSRvtSRvNTwhZ5c7Qt6SuLg4fvnll05vJyMjg6+//pqUlBQAvLxc8zrHmqYRExNj3nYrTdPVR14OXo5vvm6dtRM6Lm9Ng4ipUPURFK+HyOnG2gJHdhhHzlsTmQK+Ycbtyt1Qntt62YhJR89Pr9oLZVtaLxs+zphKD1D9C5RmtVF2DAREG7drDkLJz62XDRtpfPEAUFtkvNfWhA6DoDjjdl0JHF7TetmQwRA80LhdXw5FaQBoNp0Y/yPG7YJvwaJBcCKEJBllGyqhcOXR7SSNhh3/gn2fQ85b0G86hA41HmusgUPLW69Dj1gIG2HcttbDwe9bLxvYD3qOMm7brHDgu9bLBvSB8LFHfy/4pvXL5PlHQq9mR/YPLAVbY8tl/cIhYvLR3w/+ANa6lsv6hkLk1Nbr2Iz0JWpIzmpJ3mpJ3mpJ3mp4Qs6OH9F00I033mi3M2w2Gxs2bOj00ezGxka2bNnCjBkzCAoK6mw1Hcpisbjs0f02VZfA9l//AB/t+Onq4MZZO6kW8w4ZbAymwkaAxde4r6YAite1vqGeyUcH5DUH2y4bOvTogLy2sO2ywQOPDsjrDrddtkfs0QF5fUnbZQOijw7I68vaLuvX6+iAvLGi7bI+IUcH5I1VZlkLkBj4a5nSX396BxwdkFtrjt9uvwQo3g6b34awAUcH5Lb6tuuA7eiAXG9su6xt1NEBObYT77fmA/Lida0PyIMT7QfkJRnGlwMt6THAfkBe8rORXUsCots9IJe+RA3JWS3JWy3JWy3JWw1PyNnlBuRxcXF2v2uaxvTp07nqqqs6td3s7GxsNhujR4/ml19+4ZRTTuGtt94iNja2Q9uxWq3oum5+aWCz2czfm5/zYLVaAfvl+7urbPPLBTQ/6u8MZVt6H62WzfoY3WZF652MpffwrtvuCcqeKPeOlG0tH2co69LtpN959mX9+6FFTMdiab5d/dftWsA7+GhZv+i2y/46cLfZbOi+vVsta7FoaL69jpb16WVX1njPtqNl/SKPlvXu2XZZ/97Nyoa2XTaw39GylqC2y/46yNd1HZslAHpNM95zi2UHHC2r+R1fdngUfPN7LHu2oU0NOFoW7xNsN+ZoWd1yXFmbTT+673tEHy1r1dsuGxjVbB/ZjLIWreWyARH2ZXtOwcuit1zWv+cxZSdhoaHZZ65ZWb8Q+7I43+feY/oIJyjrbPtT9r3z7HtpJ9JOOpO7M5SVfX982Y5wuQH5448/3i3bzcnJYfDgwfztb38jIiKCe++9l1tvvZVvv/22xfJ1dXXU1R2dpnjkiDG9c/Xq1Zx55pn4+hpH6vbt20deXh7R0dEMHjzYLJ+WlobNZmPy5Mn4+/sDUFBQwM6dO4mKimLYsGFm2TVr1tDQ0MCECRPo0aMHAAcPHmT79u1EREQwYsQIs+z69eupra1l7Nix5hL7hYWFbN26lZ49ezJq1Ciz7IYNG6iurmb06NGEhYUBUFxczObNmwkJCWHs2KNHlzZu3EhFRQUjR46kVy9j0FFaWsqmTZsICgpi/PjxZtns7GzKysoYNmwYUVFRZj6ZmZkEBAQwadIks+zmzZspKSlhyJAh9OnTB4CqqioyMjLw9fU1Tx8A2Lr2e4qYxKD48+j36301NTWsW7cOb29vu2vRb9++nYMHD5KQkGB+qVJfX096ejqapnHKKaeYZXfu3ElBQQFxcXHmFz5Wq5VVq1YBMGPGDPPDnpeXx759++jfvz8DBxpHFnVdJzU1FYBp06bh7W18rPLz89mzZw99+/YlKSnJfL1Vq1ah6zpTpkzBz88PgP3797N792769OnDkCFDzLLp6ek0NjYyceJEAgONQ5YHDhxgx44dREZGMnz4cLPs2rVrqa+vZ/z48eYsj8LCQnJzcwkPDyc5Odksm5GRQU1NDWPGjCE0NBSAoqIicnJyCAsLY/To0WbZzMxMKisrSU5OJjw8HICSkhKys7MJDg5m3LhxZtmsrCyOHDnCiBEjiIgwBjnl5eVs3LiRwMBAJk6caLfvS0tLGTp0KL17GwPOiooKfv75Z/z9/Zk8+ehRyJycHA4fPkxSUhJ9+/YFjEUd169fj4+PD1OnHj0KmZubS2FhIYmJg4npawz26mprWbNmDRaLhRkzZphld+zYwYEDB4iPT2TAAGPA2VBfz+rVqwGYOXOmWXb37t3s37+f2Nh4EhISALBZrea+nz59utlR79mzh/z8fGJiBth9q5u6YgUAKSkpLfQRMfZ9xMqVbfQR0fZ9RFra0T4i8Ng+ord9H7FmzdE+osexfUSkfR+xbt3RPiIoDGjeR4Tb9xG/hFLhfxUjy76j16Yl0G9Gsz4izL6P2LjxaB8RcmwfEWzfR2zadLSPCD22jwi07yO2bKGoqIhBgwbRL8zoJY72EX72fURu7tE+ouexfYTFvo/Yvv1oH9E3Dji2jzgV7df/jPN27TraR/SVPsK5+4hEcxpkXV3dCfqI+KN9REPDCfqI2KN9hM12gj4ixr6P+LVsy32E/B3R6b8jtm492kf0O7aPkL8jpI8wSB8hfURX9BFjxoyhvVxuQN5drrnmGq655hrz9wULFhAfH8+RI0davHbcs88+y5NPPqmyiu1ms9lIT0/Hz8+P6dOnO7o6XaNwK5TtAS0SEh2/mFsTq9XKypUr2bt3b4dnU4iOs9lsrPh1UNu8Exddy/rrFw2//PIL0dHR7X9i7GQo+w5+/hfMeBBwz3O92q1qr7FGgd+JM7Q2+3Kn+Swr0bWsVitbtmyhqqqK+Ph4R1fH7TVv101/5IvuY7PZ2Lx5MwcPHrQb3InuYbVayc7OprKyUv4G7EY2m43t27dTWVnptu1a0911ubpOqq2tJSAggNzcXLtvm5q0dIS8f//+lJSUEBYW5tBpJFarlbS0NHM6v8Vicf1pJEsfw7b6b+hJ56Jd+b7TTCFqGpDrus60adPw8fFxqilE7jbdyGazkZZmLDw2bdo083nOMDXJ2fZnZ/Z90x/RNpvtuHbd5v7UdSzvnIZ2MAtO+QP6zD+47FSzLtn3RSvh0Ar08HHYos9ts2zzI2QpKSl4eXk5fTtxprLt3Z/N++zp06fj4+PTJdttT1ln258q9j3QZrt25emozjhlvbGx0e7vv6b+vLPb9aQ+oiNlu7o/cbbPvbPs+4aGBlatWoXFYmmzXTvb576qqorQ0FDKy8tbPLjbnEsMyE899dR2HS348ccfT/o1HnzwQcaMGcPVVxuLhS1fvpwzzjiDiooKc4pPW44cOdLu0LtbU+MF7P6QdlnWRnh5OFQehDnvw9ALHF0jk9tl7eQkbzU6lfOWz+HjG8A/DO7dAn6uvUhmp5Rkwv4vjUXj4q9ts6i0bTUkZ7Ukb7Ukb7UkbzVcNeeOjA1dYsr6DTfc0O2vMWrUKB599FF69+6N1Wrlrrvu4je/+U27BuPORtM087wSt7B7hTEYDwiHQWc7ujZ23C5rJyd5q9GpnIdeCOEJULLbmLo+5bddWzlX4mucV0lD+QmLSttWQ3JWS/JWS/JWS/JWwxNydokB+fXXX9/tr3HttdeyZcsWLrvsMry8vLj22mt55plnuv11RTtkNV17fDZ4u/cHUgiXZ/GCqffA/+6B1a/BhLme+7n1aTYg13VwkW/1hRBCCKGO5cRFPMezzz5LWVkZxcXFvPrqqy67AInNZmPv3r3s3bv3pJbedyo1ZbD1K+P2qM5d2q47uFXWLkDyVqPTOY+6CoL6QEUBZC/q+gq6Cp9fp6hZ68Fa22ZRadtqSM5qSd5qSd5qSd5qeELOMiB3Q7quk5eXR15eHi6wREDbtnwO1jqIHAp923/5AFXcKmsXIHmr0emcvf2OTlVf9Qq46X+gJ2TxAe9fv9g9wbR1adtqSM5qSd5qSd5qSd5qeELOLjFlvbnq6moWLFjAtm3bzBX2dF1n48aNZGZmOrh2zkHTNPNSRa6y8EGrsj40fo6+yimne7pV1i5A8lajS3IedwOkvgDFOyD3Kxh2YddV0JX4hkJjlTEgD+jTajFp22pIzmpJ3mpJ3mpJ3mp4Qs4uscp6c7Nnz+bw4cM0NDTg7e3N5MmTef3117nlllt46aWXHFYvZ1pl3W0U74K/jQXNAvdtheDW/5gVQjihH54yBuV9x8LcH53yS7VuV3PIOFLuE2qcXy+EEEIIt9eRsaHLTVlftmwZ//nPf/jzn/+Mr68v8+fP54033mDLli2Orproak1HxweeJoNxIVzRpHng7Q8FP0PeSkfXxjECeoNfuAzGhRBCCNEilxuQh4WFkZuby+TJk8nKysJms3HqqaeSnp7u6KqJrqTrkPVf47YTLuYmhGiHoEgYc51xe9XLjq2LEEIIIYQTcrlzyB999FHOOeccDh48yNSpUznrrLOw2WyMGDHC0VVzGlarlbS0NACmTp2Kl5cLHpk5sBHK88GnBww5z9G1aZVbZO1CJG81ujTnlLsg45+wezkUZDrl4ozdqr4MSjMBC/Q+pdVi0rbVkJzVkrzVkrzVkrzV8IScXe4I+dy5c9m4cSNBQUG8++67TJ8+nbFjx7JokQdfWqcFNpvNtS8NkPu18TPxNPAJcGxdTsDls3YxkrcaXZZzzwEwcrZx2xOPkjdWw6GfoCTjhEWlbashOasleasleasleavh7jm7xKJua9euZeLEiU69sp4zLeqm6zp1dXUA+Pn5OXVurVqQAoVb4OI3jBXWnZRbZO1CJG81ujznQ1vg9RRAgzszICKx85V0FY1VkPO8saDd8EdbPZdc2rYakrNakrdakrdakrcarpqz2y3qNnXqVHr16sXs2bN588032b17t6Or5NQ0TcPf3x9/f3+XabR2SvKMwbjmBUlnO7o2bXL5rF2M5K1Gl+fcezgkzQJ0SP9b57fnSrwCweJtrIvReKTVYtK21ZCc1ZK81ZK81ZK81fCEnF1iQF5cXMy//vUvEhISWLhwIUOHDmXgwIHcfvvtfPbZZ5SVlTm6iqIrbVti/ByQAoHhjq2LEKJrpNxl/Mz6L1SXOLYuKmmacckzgPpyx9ZFCCGEEE7HJQbkoaGhXHDBBfz1r38lPT2dsrIy3nrrLXr37s1LL71EZGQkU6ZMcXQ1nYbNZmP//v3s37/fNc+3yP11QD74XMfWox1cPmsXI3mr0S05D5gKfZKhscZY5M2TNA3IG1ofkEvbVkNyVkvyVkvyVkvyVsMTcna5Vdbr6+vJyMggPT2dtLQ0srKySExMZMKECY6umtPQdZ2dO3cCEB0d7eDadFB1CeSvNm4Pcf4BuUtn7YIkbzW6JWdNg8l3wBfzYP07kHI3ePt2zbadne+JB+TSttWQnNWSvNWSvNWSvNXwhJxdYkC+bNkyVq5cycqVK1m/fj1BQUGcccYZXH311bz77rvExMQ4uopORdM0oqKizNsuZfu3oNug9wjoGefo2pyQS2ftgiRvNbot5xGXwfePQ8UByPkCkq/oum07M58w42cbU9albashOasleasleasleavhCTm7xCrrAQEBTJs2jTPPPJMzzzyTMWOc7zq2zrTKukv76BrI/QpmPASnPeLo2gghutpPz8PypyF6NNy6wjhy7u4aKsDWAD4hxgJvQgghhHBrHRkbusRfBqWlpfj7+zu6GqK7NdTArh+N20POc2xdhBDdY/yNsPJ5OLAR8tfAAA9Y/8Mn2NE1EEIIIYSTcolF3WQw7iF2/wQN1RASA9GjHF0bIUR36BEBo+YYt9f83bF1EUIIIYRwMJcYkIuOsVqtpKWlkZaWhtVqdXR12i/3K+Pn4HNcZhqry2btoiRvNbo958l3GD9zv4bSPV2/fWej63BoBez7wlhlvgXSttWQnNWSvNWSvNWSvNXwhJxlQO6mGhoaaGhocHQ12s9mNRZ0A5dYXb05l8vaxUneanRrzlFDIeFUYwHHtW91z2s4E02Dkgwo3QgNZa0Wk7athuSsluStluStluSthrvn7BKLurkCZ1rUTdd1qqurAQgMDHSNFQnz18I/zwK/UHhwp8tcDskls3ZhkrcaSnLesQz+Mxt8g+G+HPB388Uwd74N1b/AgCshdMhxD0vbVkNyVkvyVkvyVkvyVsNVc3a7Rd1Ex2iaRo8ePRxdjY5pmq4+6EyXGYyDi2btwiRvNZTkPPB0iEiCw9sh832Yckf3vp6j+YQCv7R6LXJp22pIzmpJ3mpJ3mpJ3mp4Qs4yZV04h21LjJ8uNl1dCHGSLBaYNM+4vfYN47QVd+YTavxsZUAuhBBCCM8kA3I3ZLPZKCgooKCgAJvN5ujqnFjRdijeCRYfSDzT0bXpEJfL2sVJ3mooy3nUVRDQE8r2Hv1Szl35/jogry9r8WFp22pIzmpJ3mpJ3mpJ3mp4Qs4uNyB/5JFHqKurs7vv4MGDXHHFFQ6qkfPRdZ3t27ezfft2XGKJgG1fGz/jZ7jceaQul7WLk7zVUJazbyCMu9G4nb6g+17HGfiEGT9bOUIubVsNyVktyVstyVstyVsNT8jZ5QbkaWlpDB48mC+++AKA1157jWHDhtGzZ0/HVsyJaJpGREQEERERrrHwQe6vA3IXnK7uclm7OMlbDaU5T5wLFm/IXw0Fmd37Wo7k2/aUdWnbakjOakneakneakneanhCzi65yvo333zDgw8+SElJCf3792fBggWMGzfOoXVyplXWXUrFIXhxMKDDfVshpK+jaySEUO3TWyD7Y0ieA5e66WXQbI3QcAR8QowvIIQQQgjhtjoyNnS5I+RVVVWsXbuWoqIiJk2axJ49e8jIyHDbKQxub/s3gA59x8pgXAhPNfnXFdY3fwpHDji2Lt3F4g1+4TIYF0IIIYQdlxuQJyQksHHjRtauXcvnn3/OV199xZtvvsmYMWMcXTVxMlx4uroQoov0Gwv9JxtHkde/4+jaCCGEEEIo43ID8nfffZcvvviCuLg4ACZMmMC6deu47rrrHFsxJ2K1WlmzZg1r1qzBanXiSwnVVcLun4zbg89zbF1Okstk7SYkbzUcknPTdcgz/gkNNWpeU7XSTbDvC6jYedxD0rbVkJzVkrzVkrzVkrzV8IScXW7u3LnnHn8k1dvbm/vvv98BtXFetbW1jq7Cie36Aax10DMeooY6ujYnzSWydiOStxrKcx5yPoTFQlk+ZH0E429U+/oqVO2B0o3g2xOCE497WNq2GpKzWpK3WpK3WpK3Gu6es8sNyBsaGnj++ef58ssv2b9/P0uXLuXGG2/ko48+IiEhwdHVcwoWi4WxY8eat51W7q/XHR5yHrjoqokuk7WbkLzVcEjOFi+YNA++exjWvA7jbnDZfqFVPk0rrZcd95C0bTUkZ7Ukb7Ukb7UkbzU8IWeXe1d33HEHixYt4qabbqKiooLAwEBSUlK49dZbHV01p6FpGiEhIYSEhDjv5QGsDbD9W+P2YNc9f9wlsnYjkrcaDst5zLXgGwSHtxkzaNxN06XP6o+/9Jm0bTUkZ7Ukb7Ukb7UkbzU8IWeXG5B/8sknfPrpp9x22214eXnh5eXF73//e9auXevoqomOyE+H2jII7AX9Jzm6NkIIZ+AfCmN+XQ8kfYFj69IdfMKMn61ci1wIIYQQnsflBuT9+/dn5cqV5u+aprFlyxbi4+MdWCvnous6hw4d4tChQ857Obim6epJs8DL5c6cMLlE1m5E8lbDoTlPug3QjCPkhblqX7u7NR0hbyiHY3KVtq2G5KyW5K2W5K2W5K2GJ+TsciOhv/71r1x88cW89dZbVFdXc99995Gamsq///1vR1fNadhsNrZu3QpAREQEXl5eDq7RMXT96OXOXHi6OrhA1m5G8lbDoTmHxxvrSuR+BWtfhwteVffa3c07xDgv3tYI1mrw7mE+JG1bDclZLclbLclbLclbDU/I2eUG5LNmzWLz5s0sWrSIMWPGEBMTw/z582VBt2P07NnT0VVo3aHNUJ4P3gEw8DRH16bTnDprNyR5q+HQnCffYQzIsz6C0/4EPXo5ri5dyeIF3kHQUAENR+wG5CBtWxXJWS3JWy3JWy3JWw13z1nT3fXYv2JHjhwhNDSU8vJyQkJCHF0d57ZiPqx4xjg6ftWHjq6NEMLZ6Dq8dQocyILTHoMZDzi6Rl2n4Qh4BYLF5b4PF0IIIUQ7dWRs6BJ/EcTHx7drVb3du3crqI3otG3uMV1dCNFNNM04Sv75bbDubUi5G7x9HV2rruEjX9gKIYQQ4iiXGJAvXLjQvL106VI++ugjHnjgAQYOHMjevXt54YUXOPdc5xjcWa1WdF03v0Cw2Wzm782vnWe1WgHjenrdXVbXdWw2G4DdeRcOKVu2H68DWaBZYPA5Lb6P1rbrqLInyr0jZVvLxxnKOlU76eA+coayzrY/XX7fD78Ulj2OrfIQevZnaKOucNl9L+1E+ojO5O4MZWXfSx8h7cTx7aS19+wMZWXfH1+2I1xiQH7KKaeYt6+77jq++eYbhg8fbt6XkpLC+eefz8svv+yI6tlZvXo1Z555Jr6+xtGcffv2kZeXR3R0NIMHDzbLpaWlYbPZmDx5Mv7+/gAUFBSwc+dOoqKiGDZsmFl2zZo1NDQ0MGHCBHr0MM45PHjwINu3byciIoIRI0aYZdevX091dTXe3t74+/szbtw4Dh8+zNatW+nZsyejRo0yy27YsIHq6mpGjx5NWFgYAMXFxWzevJmQkBDGjh1rlt24cSMVFRWMHDmSXr2M8zlLS0vZtGkTQUFBjB8/3iybnZ1NWVkZw4YNIyoqCjCmbWRmZhJwKJNJYFzqrEcEmzdtoqSkhCFDhtCnTx8AqqqqyMjIwNfXl5SUFHO7W7dupaioiEGDBtGvXz8AampqWLduHd7e3kybNs0su337dg4ePEhCQgKxsbEA1NfXk56ejqZpdm1q586dFBQUEBcXR1xcHGB80FetWgXAjBkzzA97Xl4e+/bto3///gwcOBCr1UpGRgY7d+4kOjqaGTNm4O1tfKzy8/PZs2cPffv2JSkpyXy9VatWoes6U6ZMwc/PD4D9+/eze/du+vTpw5AhQ8yy6enpNDY2MnHiRAIDAwE4cOAAO3bsIDIy0u5zsHbtWurr6xk/fjxBQUEAFBYWkpubS3h4OMnJyWbZjIwMampqGDNmDKGhxsrPRUVF5OTkEBYWxujRo82ymZmZVFZWkpycTHh4OAAlJSVkZ2cTHBzMuHHjzLJZWVkcOXKEESNGEBERAUB5eTkbN24kMDCQiRMnmmU3b95MaWkpQ4cOpXfv3gBUVFTw888/4+/vz+TJk82yOTk5HD58mMTERAoKCgAYMmQIP//8Mz4+PkydOtUsm5ubS2FhIYmJicTExABQV1fHmjVrsFgszJgxwyy7Y8cODhw4QHx8PAMGDACgoaGB1atXAzBz5kyz7O7du9m/fz+xsbHmmhU2m43U1FQApk+fbnbUe/bsIT8/n5iYGBITE81tNJVNSUlxaB9RW1vL2LFjzSlUhYWFdn2E1Wplw4YN7N27l169ejF27Fh1fURAAJMmTTKOiE+8hc0/fkLJD98wpM8p9ImOBlyrjwDjP+imfT9tbDze5ZngG0Z+TZzZRwwcOJANGzaY70/TNOkjTqKPSEpKom/fvgBUV1ezfv16uz7CarXy9ddfU1FRwbRp08zPvfQRHesjmpzo74hRo0aZ7VrTNKqqqrquj2jWTlz57wg4po+YNu2k/47YuXMnVVVV9O7dm3HjxuHl5SV9xK/a20dA+/+OsFqtLFmyhCNHjjBlyhTzcy99RNeONTZu3EhJSQmxsbFmu3aFPmLMmDG0l8td9kzXdfLy8uzuy8/Pp76+3kE1ck41NTVUV1c7uhrHK9xi/HSj6erV1dU0NDQ4uhoeo7q62jnbtpuprq52fL867iaw+EDlITiwybF16SqNVVC6ESq2H/eQtG016urqpM9WSNq1WnV1dZK3QtKfqFFfX+/W7drlFnV75513uOuuuzjzzDOJjY2loKCA7777jhdeeIHbb7/dYfVqOnG/pKTk/9k77/A4qqsPv7OrVS+r3mVJlm25y73gCqYZjE3vxaEFCCSBkJ4Q0khIAuEjEDqE3jHFdHBZ9yZLli1bvffetWXm+2OklWVLtmVLs0X39aPHo9XZu2d/c/funLnnnovRaHRoGomiKLS2tiJJkv2upVOkkbQ3wL9S0StmuHcfhI51+RQiRVFoampClmWCgoLQ6/VOlULkbulGoN79BggMDLQ/5uz95ETv2Rlsj33PiqLQ3NyMzWY7rl9rfu4/vg8l/TWkCSvRXfvGGZ0jp0hH7a5BynsWPPyQUx+w20qSRHNzMwD+/v725ztzP3Em21M9n4qi0NjYiKIoGI3Gfo87up8MxzlytnOv0+lO2K9dOR3VGVPWZVmmpaUFnU5HUFAQkiS5RD9xpjFiKLbDPZ442+feWc69zWajubkZvV5/wn7tbJ/79vb2Uy7q5nIBOajpLB9//DGVlZVERESwatWqfqlOjkBUWT8FMt+DD2+D8FS4Z6ejvREIBK5AzWF4eh4gwX3p6j7lroy1Ew79XT2e8hs1A0AgEAgEAoFb4XZV1o9l+vTp/dYnCFwEUV1dIBAMlYhUGHs25H8P3/8JrnjJ0R6dGXpv0HuCzaxugeblJnusCwQCgUAgOC1cbg35unXrSExMRK/X2390Ol2/FILRjqIo1NXVUVdXh9MkQFi7Ifcb9Tj1Isf6Mow4pdZujNBbG5xO5+W/BUkPWR/Agfcd7c2ZIUlgUJcSYWm2P+x0mrspQmdtEXpri9BbW4Te2jAadHa5gPyuu+7i2muv5fDhwxQUFFBQUEBhYaHYg/woZFkmKyuLrKys0yq9PyIUmsDcBv5REDPz5PYuglNq7cYIvbXB6XSOmwVLfqYer78fmssd68+Z0huQm/sCcqfT3E0ROmuL0FtbhN7aIvTWhtGgs8ulrCuKwu23327fLkAwME63jt2ern4h6FzuPtAJcTqt3RyhtzY4nc5LHlSzbCr2wbq74MZ1rjuW9Abk1vZ+Dzud5m6K0FlbhN7aIvTWFqG3Nri7zi5X1O2FF17go48+4tVXX7XvUecMiKJuJ0CW4fFJ0FoJ178P4851tEcCgcAVqcuFZxarhdEu+BvMd9zOGmeErQskD9C53D1xgUAgEAgEp4BbF3V74403yMrKIiEhgYkTJ/Z7g99//70DPRMMSkW6Gox7+kPSEkd7IxAIXJWwcXDen+Dzn8E3D0HycrXom6uh93a0BwKBQCAQCJwElwvIb7nlFke7IBgqvenqKSvAw8uxvggEAtdmzm2Q8yXkfatuo3jb9+Dh6WivBAKBQCAQCE4LlwvIb775Zke74PTYbDb2798PQFpamuMr0B/+XP3fjaqr9+J0Wrs5Qm9tcGqdJQlWPwVPL4CqA7DxEVjxkKO9Ghq2bqj4AqytkHgDSJJza+5GCJ21ReitLUJvbRF6a8No0NnlAnLBqdHa2upoF1Tq86E2W92yyE3XjjuN1qMEobc2OLXOAVGw6gl490bY+m8Ydx6MWeBor04dyQOaMkBR1MJuBn/AyTV3I4TO2iL01haht7YIvbXB3XUWAbkbotPpmDp1qv3YoRzpmR1PXAQ+wY71ZQRwKq1HAUJvbXAJnSddAtOvg4w34aM74YdbwNtFCmrq9OARAJYWdS9yg79raO4GCJ21ReitLUJvbRF6a8No0NklAvLg4GAkSTqpXUNDgwbeOD+SJDlPBXo3TlcHJ9N6FCD01gaX0fnCv0HRFmgqhq9+paayuwqeQX0BObGuo7mLI3TWFqG3tgi9tUXorQ2jQWeXCMjXrVvnaBcEp0NlBpRsV48nXOhYXwQCgfvhHQSXPgOvXATpr8P4C2HixY726tQwBAGlYG52tCcCgUAgEAgciEsE5EuXLnW0Cy6Foig0NjYCp55dMAJOwFe/ARSYcjkYE7T3QQOcQutRhNBbG1xK58Sz4Kz7YOsT8Ol9EDcHAiId7dXJMQSp/1vUgNylNHdhhM7aIvTWFqG3tgi9tWE06OyeifijHFmWyczMJDMzE1mWHeNEzldQZAK9F5zjYhWQh4BTaD2KEHprg8vpvPw3EDkVOurhk3vVG4LOzjEBuctp7qIInbVF6K0tQm9tEXprw2jQ2SVmyAVDx9/f33EvbrPAN79Tj+f/EILHOM4XDXCo1qMQobc2uJTOHl5w2XPw3DLI/Qr2vgyzf+Bor06Mp1H939Ztf8ilNHdhhM7aIvTWFqG3tgi9tcHddZYUxRWmEpyflpYWgoKCaG5uJjDQRSr9jhS7X4D1D4BPCNyXDj5GR3skEAhGA9ufgq9+DQZftep66FhHezQ4sg1QQCfuiwsEAoFA4G4MJTYUKeuC4aWrBTY8oh4v+5UIxgUCgXbMuwuSloClAz68A2xWR3s0ODq9CMYFAoFAIBCIgFwwzGx5DDrqIDQFZq91tDcCgWA0odPBmv+CVxCU7wHTvxztkUAgEAgEAsEJEQG5G2Kz2di/fz/79+/HZrNp98JNJbD9afX43D+C3qDdazsIh2k9ShF6a4NL6xwUBxf1BOKb/g7lex3rz4mo3gAFr0J7iWtr7kIInbVF6K0tQm9tEXprw2jQWeTLuSlNTU3av+h3f1ILFI1ZBBNWav/6DsIhWo9ihN7a4NI6T70CjnwOBz9UU9fvNIGnr6O9Op6OCmgrAOMU8I51bc1dCKGztgi9tUXorS1Cb21wd51FQO6G6HQ6Jk2aZD/WhPK9cOBd9fj8P4Mb7hE4EA7RehQj9NYGl9dZktRZ8pIdUJ+n7vpwkROmr3v2bH1mbnJ9zV0EobO2CL21ReitLUJvbRgNOosq68PEqK6yrijw8koo2QbTroHLnnW0RwKBQAD5G+C1Nerx9e/DuHMd6s5x1Jig6jsIng7xlzraG4FAIBAIBMOEqLIu0JbD69Vg3MMbzvmdo70RCAQClbHL1crrAB/fA+31jvXnWAw9M+SWZsf6IRAIBAKBwGGIgNwNURSF5uZmmpubOdMEiOzKFh75PJtFf/+es/+1kXd3l2K1yX0GVjN883v1eME9akGlUcRwai04OUJvbXArnVc8BOGp0FYNn/1YzehxFjyN6v/mZvfS3IkROmuLs+htkxX+8dVh5v31W7bk1jnMj5HGWfQeLQi9tWE06CwCcjdElmXS09NJT09HluWTP+EYKps7eWZTPhf8ezMXPmHi2c0FlDV2UlDbzs8/yGTFY5v4KL0Mm6zAnpegIR/8wmHRT0fg3Tg3Z6q1YGgIvbXBrXQ2+MBlz4HOANmfQsbbjvaoD/sMeQuyzeY+mjsxbtW3XQBn0Lu928qdr+3lqQ35VLd085fPs932ot4Z9B5NCL21YTToLIq6uSk+Pj5Dsm/psvDlgSo+Si9nR2G9fRLJU6/j7NQI1syIoayxk/9uzKeovoOfvpPBK99n8F73X/EEWP5r8AoY9vfhCgxVa8GZIfTWBrfSOXo6LP8VfPdH+OLnMPFi5xivDAEg6cDDB2yd7qW5EyN01hZH6l3e1Mmtr+zmcFUrnh46dJKa+WfKrWPJ+HCH+TWSiP6tLUJvbXB3nUVRt2HCFYu6ma0yG4/UsG5/Od9m12C29t11mpsUwqUzYlk5JZog3779xNu7rfxvexHPbirgbssr3OmxnmJdPDmXfsmKKbFIo6S6ukAgcDFkG/xnNjQUwOUvqlujOQOyFXTDf2/cbJUx5dYyLzkUfy9x710w+thb3Midr+2hrs1MmL8Xz980i08yKnh5axFnpYTyxm3zHe2iQCBwY4YSG4pv6VGGoijsLW7ko/Ry1h+opKnDYv/buAh/Lp0ZyyXTY4gLHnjPXj8vD+5elsKNqeDz7NegwENd17DxjQymxRXx03PHs2x8uAjMBQKBc6HTw+RLwfQvOPSx8wTkIxCMd1ls3PX6XjYcqWVuUgjv3DFfjMmCUcW69HJ+/kEmZqvMxOhAXrh5NrFGH8IDvHh1ezFb8+rJKm9mSmyQo10VCPqhKIoYr0chIiAfJdS1dfPK1iLW7S+nrLHT/nhEgBer02JYMyOWSdGBpzwIBJj+DIoFy5ilTI6+nF3bisksa2bty7uZNSaYB84dz8KUsJF6OwIno7XLwjOb8okK9ObiaTEE+3k62iWB4HgmrVYD8txvwNwOnn6O9mjY6bLYuPO1vWzKqQVgV2ED6w9UcvG0GAd7JhCMPLKs8Pi3OTz5fR4A506K5N9Xp+HXkyUSF+zLqmnRrNtfwbObC3jy2hmOdFcg6MenGRW8sbOYV9bOxdugd7Q7Ag0RKevDhDOlrMuyTFZWFgBTpkxBp9NR3dLFgke+Q1bAz1PPhVOjuXRGLPOTQ9HrhngnrnQXvHguIMEPTRA1lfq2bp7ZlM+r24vp7kl9n58cwgPnTWBOYsgwv0PnYSCtRxv1bd3c8vJuDpSrWzcZ9BLnpEZyxaw4lk4Ix6AfPk2E3trgtjorCvxfGjQWwZWvqDPmjqb5ENTvRvYdQ1aNOlaeruZdFhu3v7oHU24dPgY9yyaE80VWFbFGH769fyk+nuICz237tpOipd4dZisPvJvBF1lVANy1bCwPnjcB3THXOIcqWlj5fyZ0Emx6cDnxIQNnBLoion9ry3Dq3dJlYemjG2jssHDB5Cievn7mcX13tOKq/VqkrI9yFEWhoaHBfgwQGejNj5anMC4ygBUTI0//wkxR4KvfqMdp10PUVABC/b34zUWTuH1xMk9vzOfNnSXsKGjgyme2c/7kSJ68diaeHq7xARoKA2k9mqho6uTGF3eSX9tOiJ8nUYHeHKps4cuDVXx5sIpQP09Wp8Vy+axYJseceWqgo/W2yQo7C+r5NLOSquZObjkriaVuWBjI0TqPGJIEk9bA1n+raevOEJBb26GtEEUx0CP5aWneabZx26u72ZpXj6+nnpdumcP0OCMZpRspb+rkuc0F/HjFuOH13QVx277tpGild1VzF7e9upus8hY89ToeuWwql88aeBvWSTGBLB4Xhim3jhdMBTy8esqI+aU1on9ry3DqHeht4JkbZnHji7v48mAVj3yRzW8umjQcbro8o6FfixnyYcLZZshramoAiIiIGN47SQc/gvduAYMv3LsPAqMHNKto6uTJ7/N4b08pVlnhloWJ/OGSycPnh5Mwolo7OQW1bdzwwk4qmruICfLmtdvmMTbcn+zKFj7YW8a6/RXUtXXb7VOjArh8ZhyrZ8QQEeB9Wq/pCL1lWWFvSSOfZVSw/kBVv/cEcPnMOH538USMvu6Tpj9SOjvF2rjyffD8cnUMezAfPB08O9aSA0VvIntFUhOk3iAYquYdZiu3vrKH7QX1+HnqeXntXOYmqbPtn2VW8KM30/E26Pj+gWXEGN27Uu3JGM1jtiPQQu/MsiZu+98ealq7CfXz5NkbZzH7JJl5W/PquP6FnXgbdGz75TmEuMkyq5HQ2ynGbSdlJPT+eH85P357PwB/XD2ZmxYknnGbro6rjttDiQ1FQD5MOFNAPmJYu+GpuWq659JfqtsInYRvD1Vz26t7AHj6+pmsnDpwAC9wLbLKm7n5pV3Ut5tJDvPjtdvmEXvMhb7VJrM5t5YP9pbzzaFqzDZ1KYNeJ7FkXBiXz4pjxcRIp1wnpSgKmWXNfJpRwfoDlVQ2d9n/ZvQ1cMHkKAx6Ha/vLEZRIDzAiz+tnswFU0T/Hojypk4e/fIwXx+s5qaFY3jg3AmOy5hRFHhiGjSVwFWvwaRLHONHL101kPO0uvXZpF8M+ekdZis/eGU3Owoa8Pfy4JW1c/oFI4qicPWzO9hV1MCq6TFizazArfgss4IH3s2g2yozITKAF26efUop6IqisOo/W8gqb+GnK8aL7JEBKGvs4Mdv7yejtInIQG9ijT5EG72JMfoQE9Tzv9GHmCAfAn08RNA+jDy1IY9/fHUEnQTP3zSbcyZGOtolwWkwogF5Vk0Waz9eS15DHrfNuI1Hz330pB/Chzc+zBM7n6Dd0s7KcSt5dc2rBPTsAfv+ofd54OsHsNgs/Ou8f3Ht1GuH4o7TMCoC8m3/ga9/A/6R6uy4l/8pPe2RL7J5dlMB/l4efHrvIpLC3K+Q0mhiV2EDt76ym9ZuK5NjAvnfD+YS5u91wuc0d1j4NLOCD/aVkV7SZH880NuDi6fHcPXseKbHG0fW8VMgp7qVdenlfJZZSUlDh/1xfy8PzpscyappMZyVEmYPJvcWN/Dg+5kU1LYDsHJqFA9fMoXwgBPrcaaUNXbg7+Xh9LPyrV0W/rsxnxe3FNprSwBMjQ3iiWvSSA4/tTFk2Pn6t7DtSZhyBVzxomN86MXWDQcfUY8n/xr0p35O27utrH15N7uK1GD8fz+Yy6wxwcfZZZU3s+o/W1AUePfOBfbZc4HAVVEUhf/7Lo/Hv80B4OzUCJ64Jo0Ab8NJntnHJxkV3PdWOiF+nmz9xdmixsJRHL1l3Kng56knuidAjzV6Ex3Ue+zDjASjU954d2YUReGXHxzgnT2l+Bj0vHvnAqbGiR0BXI0RC8i7rd2kPpXK+WPP58GFD3Lfl/dxxcQrWDtj7aDPeSPzDR7e9DCvX/Y6IT4hXPzmxVw+8XL+cs5fyKrJYtZzs3hq5VPMi53HZe9exmfXfsaEsAmn/m6dBGcKyBVFob1dDRD8/PyG565lR4NaDKmrGS55EmbedMpPtdpkrnt+J7uKGkiNCmDdPWe5zeA8Ilo7Md8fruau1/fRbZWZmxTCCzfPJnAIF0AA+bVtfLC3jI/Sy/vNPN+0YAy/XjnxhH1jpPS22GQe+yaHZzbl0zsi+hj0nDMxglXTY1g6PnxQv7osNp78PpdnNhVgkxWMvgZ+f/EkLp0RO+z9IaO0iac25PH1oWqCfAw8ctnUEck6OVOdrTaZd/aU8vg3OfYLunlJIaycGs3j3+bQ1GHBx6Dn4Usmc+XsOO0/N2V74IVzwNMfHswDg4PTuA/+DcXaRXvsWvAOPSXN27qtrH15F7uLGgnw8uB/t85lZsLxwXgvv/owk7d2lTI5JpBPfrRo6MU83YTRNmY7mpHQu8ti48H3M/k0owKA2xcn8csLJw65T1ttMsv+uZGyxk7+tHoyN7pBavBw6P1Rehm/eP8AZpu6Zdw/r5xGl0WmoqmTiqZOKpu7KD/quKH9xEF7iJ8n18yJ5/r5Y47LpHN1RnI8sdhkfvDKbky5dYQHeLHunrPcTr9TxVXH7RELyNcdXscPPv4BZfeX4WvwJaMqg3s+v4ctP9gy6HP+tuVvLB2zlAXxCwB4aMND7K7YzefXf85PvvwJh+sO8+UNXwLwxI4nqO2o5c9n//lUXXIanCkgt9lsmEwmABYvXoxePwzB7xe/hJ3/hcgpcOdmdU/fIVDd0sXKJ0zUt5u5Zk48f7t82pn75AQMt9Z5NW0crGhmckwgY8P9nWrQ+Xh/OQ+8m4FVVjgnNYKnrp95RjdWbLLCjoJ63t1Tysf71QurSdGB/Oe6GYPOnI5E3y6qa+fHb6eTUaZWiT8nNYI1M2I5Z2IEvp6nXvcyq7yZn7+fyaHKFgCWTQjnr5dOPeM1u4qisLOwgac25GHKrTvu71fPjuehSyYNydeTcSY6b8qp5S/rD5FT3QZAUpgfv7owlXMnRSJJEpXNndz/TgbbC+oBuGhqNH+9dCpBvkO7sTNUrDYZU14dHd02FiSHEPLcTGgpg2vehNSLRvS1T0ruf7G1V2OqngZeISfVvLXLwi0v72ZvcSMB3h68dus80k6SYVLf1s2yf26ktcvK3y+fytVzEob5TbgGI/L9OEQsNpnqli4qmrqoaOqktctCeIAXkYHqzGKYvycew7g7hSMZTr0tNpmM0ib+tD6bjNImPHQSf7l0yhn15f9tK+KhTw6SEOLLhp8tc/kbVWeitywr/OubIzy1IR+A8yZF8vhRW8YNRqfZRkVzJ5U9/bm8qZPK5k4qmro4Ut1Kbatad0UnqdvQ3bwgkQVjQ53q+uZ0GenxpKXLwlXPbOdwVSvjI/15/66FQ54EcQecYdw+HUasynpGVQbz4+bja1DX50yLnMah2kMnfM4vF/2y3+9H6o8wLkRdq5NRncGFKRfa/zY3di5/3PzHobgkGARPz2FKZVUU2PxPNRgHOO9PQw7GQa3y/sQ1M7jxpZ28vbuUOYkhg1ZAdTWGS+u3d5Xwu4+zsNjUe2TBvgZmjQlm1pgQZicGMzU2yGGZBa/tKOb3H2ehKLAmLYZ/XDn9jLcz0+skzkoJ46yUMC6dEcsD72ZwqLKFi5/cwl8uncKlMwbuH8Olt6IovL+3jIc+OUiH2UaQj4G/XTaVC09zxnlKbBAf/+gsnttcwBPf5rLxSC3nPb6ZX61M5do5CUPevkRRFDYeqeU/G/LYW9wIqJqtTovh9sXJfJpRwX835fPOnlJ2FzXwxDUzhjWlbag6H6lq5S+fZ7O5Z/9ro6+BH58zjuvnjem3Xjw6yIfXb5vHc5sL+NfXR1h/oJL0kkYevzqNecmhw+Z/LzUtXby9u5S3dpXYMzIkCR4Pms0ayqjb9S6BKRc6dhcIgxE8WvE0SHAS3Vu6LNz80i7SS5oI9Pbg9dvmMS3OeNKXCPX34sfnjOPP67P5x1dHuHBq9Ki8sINh/H4cAEVRaGg3HzeLWN7USWWTGqTUtHYhn2AqRCepdSmiAr2JDPQmKqjn/6OPg7zxP0mg5Cycrt6KopBb08aW3Dq25tWxo6CedrMNUMeX/14/iwVjz2zMuHJ2HP/+NoeShg6+zKriommuXwfkdPTuMFu5/50Mvjyobhl397Kx/GyALeMGwsdTz9hwf8YOcCPdapP5Nrua/20rZntBPV8drOarg9WkRPhz84IxXDozzmX68WCM5HgS6G3gpVvmsOapreRUt3HX63t5+Za5brlr0ckYSZ2dgSHNkD/w1QN0Wbt46qKn7I+F/yOcnB/lEOwzeKpcLzn1OUz971T23bGPyRGTmfXcLH551i+5cvKVABysOch1H15Hxg8zTuOtOBZnmiEfDEVR+OjwR4P+Pco/ioXxC+2/r8t6B3nXc1CyXX1gwkpIuw6AcN9wFo9ZbLf9LOczzLaB05aCvYNZnrQcgCe+zeWv37+Jh4eFX14wkdjg/rOHgV6BrEheYf/9m/xvaDW3Dtiur8GXC1IusP/+feH3NHU1DWjrpffiovF9s2CbijZR31k/oK1e0rM6dbX9960lW6lurx7QFuCyiZfZj3eU7aCitWJQ29UTVqPvuaGxp2IPJc0lWGWZ9/aUsemIGshEBnnR0G7GwzwbCfWC2Szlg76GhFBf9Ysvwo+x4f729XIXpFxgv1F2oPoAuQ25g/qwInkFgV5qHz1Ue4jDdYcHtV02Zhlv7qjnn1/nYJHKWJjaydWz4wf8kl4yZglhvmEA5Dfkk1E9+Od4YfxCovyjAChqKmJ/1X66LR48v6mcg+Vd6PBi5ZREfrsyjZjAUAz64Q0cmjst/PqjA6zPrATUdOrHr04btgrUeTWt/Pz9TPb1rJefnxzC3y6bRuIp1E+wyQpfZlXx1IY8+2y7p4eOq2bHceeSsf0KFm3Lr+P+dzKoaunCoJd48PwJ3LYoWdO9S2tbu3nsmxze2V2CrKj70N+8IJF7zx530lnvjNImfvx2OkX1HegkuGd5CvedM+6Mb/YoisL2/Hpe31nM1wersfZEPyF+nkQEeHG4qpWZUg4fev2BFsWHJcrzzB4bzZLxYSwZF35K52lYUWSQTv6emzst3PTSLjJKmwjyMfDGbfOYEnvqN2HMVpkLnthMQW07ty9OElvqDAN5NW28vqOY3JpWKpvUwPvoegmD4anXEW30JjrIm0BvA7Vt3VQ3d1HT2m3vryfD38uDyEAvooK8SQjxZdX0GBYku/bMY1VzF1vy1AB8S16dfXa1F6OvgcXjwvnZeeMZEzo8n9PHvsnh/77LZWpsEJ/86CyX1u90qGzu5PZX99i3jPvb5VO5bObwT5jkVLfy6vYiPtxXTkfPjRV/Lw+umBXHjQvGDBjQC1Syypu56tntdJhtXDkrjkevmDbq+qkrMmIz5B46D7w8+hcr8vbwpsPScdKAXFZkfvDxD7htxm1Mjpg8YHu9bTmSrKws1q5dS15eHrfddhuPPnryonWuRGZ15qB/67J29QXkrdVkff0rrC3l6oXiuPMgegr0PD/JmNQvID9Ue2jQcxcbEGsPyO89O4XXshrJq6vhsY1lXDs3od+dvgi/iH4B+ZH6I9R1HJ+mC2qgf3RAnteQN2gw7Gfw6xeQFzQWUNxcPKCtp96zX0Be2FRIXkPegLYSUr+AvKS55IRZI6vGr0KPGpCXNpeyo3Qf6zMrKW/qBB0sSA5lblIIsqLnwsQ5HCrvZk9RI98W7aOuu4DD9XC4HuiJoYN9PYkxetPSOIHF48aQHOZHZVvlCc/z4oTF0POxq26rHtRWURR2ZIfw7i513c6lswIIDa0gq7ZpQPtZ0bPsAXl9Z/0JfZgaMdUekDd2NrK/aj8ACycrGHwb2FFYz3vZm/m2+G2eWP1DLpk8H1DP26aiTfgafI/78fbwJjYwFn9P9Uu9pbuFqraq4147s6yJv67Ppq7FF4POj/vPHc8NCyKpbi8lZ+B7NET6RRLkrQY+7eZ2ylvLB31v4b7hpEQE894PF/K86TD/+HYrpsJyzn4iix+clczls+LsaZGhPqGE+qozPG3dnby4fRdv7S6htKETAG9PHavTYrlyVhzjwqMJ81WDcbPNTFFTEWFGePLGSP71dQ6mvDoe/qKMzw7u46+XzmNKlJrGaZWtFDQWDOpvkFcQkf5qBVebbCO/MX9Q2wDPAKID1BmkTrOVR77ZwJs7i+m0qAHIkvFh3LEkmdhgD9pttQQRY39ubn0uCv0DDR9fePyGSJ7ZUMZXmRae/F5Ny7//gkCijAMXxvP28CYhqC9FtaCxAKtsBaC108IXB6v4LKOC0sZOJAx4KBHMHhPMDfPHMDG+C0myUd8WzJ5CP/aYAgm0NTLW+i1fHJ7Gt9lqn0wI8WXaGDMzxvgzI8GIv1f/GwseOg+Sg5Ptv5c2l9Jp7RzU37jAOHQnCrhPNRh/cScZZc0YfQ28fuvQgnFQb+z87uJJrH15Ny9vLeKauQniIvg0ySpv5qkNeXx5sIqBpjXCA7wGqEbddxzq5zngjTObrFDf3k11czdVLV1UtXRR3dzzf0sXVT3HrV1W2rqttNVaya9tZyv1vLWrlKQwP66ZE8/ls+JOWmzTGWjpsrCzoIGteXWYcmvJ7ymQ2YuXh465SSGclRLGopQwJkUHDvsNx5sXjOHZTfkcKG9me0E9C8eGDWv7zkxGaRO3vzq0LeNOl/GRAfx5zVR+fkEqH+wt47XtxRTUtfPKtiJe2VbE4nFh3LQgkbNTI1x+6cBwMyU2iKeum8mt/9vNe3vLSAjx5d5zxM4A7sSQAvIQnxCyarP6Pdba3YrnKVSF/dOmP9HQ2cA/zvtHv/Zq22v72jKfWlsjRXd3N6tWreL888/n7bff5r777uOVV15h7drBi9a5GuePPX/Qvxm9jepB1QF48xrObalG9gyGFb+H6P5b5fTOsPayPHG5/aL4WHoDJACdTuLvq67mvrf20NDWTW5JGD9dMd5+08PnmOJKixIW0WkZ+EL32JtD8+Pm025uH9D22BnWObFzSA1LHdD22AvnWdGzGBs8dkDbY5keOZ34wPhB/350216M4cs9ZTS0GQkx6PnxivHMPeqLcHZMBAuTDdy2GPIbjGRUFJNd1cqRyhayq1opa+ygqw0K2uChklwkitQZwOBWfL3HEOLn2ffj60mwv3rs59k3q5ASkoK3x/F7gltlmWc25mPKrkOHD7+7eBIXTPOkpDlp0Pd29E25+MD4E/a13sAdIDYwlhXJK+iwdNBh6SA1rIMZsTW8sSuXpo52fvzWIVoujub6eQk0djYOeiMF4OrJVzMxfCIAxU3FfJD9gf1vsqyuxd5VVI+iwFjj2bxw3QpmJARzuO4wb2e9PWi7q8avYlbMLACq2qp488Cbg9qeP/Z8FsQvQK+TuCjNnyPthXx7uJrShg7+uWUDr2V6c96kSEL9vTg76WzmxpzFu3tKeXLjHnLbPwTAy1tPWpyRtHgjPp5lfFW4kw7bYs5JPgdQx92jfZiQrGDxbmFTTg2byxVWP5vDM1fexrmTIum0dJ7Q35nRM7lkgrr1l0W2nNB2asRULk29jE8zK/jb5wfJ7ngFgMhgb5aMDyfWWMGmskwogwmhE/rtmvF21tvYFNuA7Z41OZmLJ6/g1x8dYH9pE1e++iLLUo1MjD7+jnJ8YDy3zrzV/vtH2R+RW1tLZlkTR6pbsfXMLho8dcyOT+Txiy8nNUpt58mdT/bLjPksKgHKa0iJ3IwuJBB9xyT2FjdS0tDBwebPef1AI5IkEWv0JjUqkJQIf7wNegI8A3hg4QP2dr7O/5rSltIB35te0vPrxb+GnuvLzOpMzDYz4b7hRPhFHDfmDURTh5kbX9zFgfJmgn0NvHHbfCbFnF4m1vIJEZydGsH3h2v4y/psXrplzmm1M1rZXdTAf77PY1NO37XLuZMiOX9yFLE9VaUjg7zw8ji95UV6nUREgDcRAd5MZfAbLu3dVjVA7wnUdxc18sn+Cgrr2nnki8P88+sjnDc5iuvmJrAgOVTTrJlTIae6lT99doht+fX2zyyoy0mmxQbZA/CZY4JHfKlWqL8XV82O57UdxTy3uWBEAnKLTeaXHxygrLGDtAQjMxOCmZkQPOI7cpyI090y7kwJ9Daw9qwkbl6QyJa8Ol7dXsR3h2sw5dZhyq0j1ujDjQvGcPXseILdZH/44WB5agR/XD2F367L4l/f5BAX4jPo0j6taO+28tSGPNJLmjgrJZTVabGa9CF3ZEgB+ZzYOTy/73n774WNhXTbugnxOfHdtE+PfMpjOx5jx6077Gm1AHNi5rC9bLv94iq9Mp3YgNihuDSsfPHFFzQ3N/PYY4/h6+vLX//6V+65554hBeQ2mw1FUewBpizL9t+P3sjeZlMvTHU63bDbyrLMkSNHkCSJiRMnIkkSsqzOYPUW1xusXSX7M+QPfgjWduaFToTr3oHQsQPbKoq93Tmxc07c7lG254xdwP9umMDVz+1gT45MfmoU189PtL+Po23TotLs7Q70no+2nRY57ZRtp0RMOWXb1LDUQXWXZZmsrCwURSE1NZXxoeNP6Rx9llnBLz6sosuSTGqYH8/eMMNexG2gc58cnMzYkLEwpa/dpg4L+8ua2V3UyN7iBjLLGmlq76Kh3QuIAEBCQUJBwYZCF9CFn+dmogI8iehZnxgZZCQi0JuIAE8i/T0J8/fi0a9z2ZodiocEf7t0CpfPikOn0xEbGHucPkcX1+j1N8o/yj6TejLb3sDkaNurJ8HPFtn42XsZfH+4ht+tO8C2vBoeOD+O+Z7zMdvM+Mf4q0G8tYMuWxdd1i68Pbzt+njpvYgJUGdo69u6eW9fKaWNoCOUGQlG/rFqIdOjgrDZbHjqPO22iqLQO5Er9VzE+hp87e0adIYBbZFAkiT8Pf3tth6SBxMjx5AakcCeoka+PFBJQ7PMOzvbWD7BF0tbE/e/+j0N7V1YMRPkG8nicWHMTQ7Bq7cf9LQb4BVgb1eHzu4DgCIrxIyPIS0mkXd2l1HX5MUdr+7m+rnx3LdizHG2R7dr9DbadVdkhZiAGBRZoauqC0VR8I70RtJLSJJEdbOeS5/awoHyJmQUQv3VQGRavBHpGB1CfEL6nfvogGhkRR7Qh1CfUFaOi2ZabAA/ey+DDWVGvs2yUNdsZdW0GHwMerttmG8YiqLQ1mXms4xKXt/WTEljO2BAIoT4QC/mJIWQNiaY2IAIJkQG2PtahF+E/UaeIisQvwjK05Fai5m5LJWrps6npdPMzoJ6XtibQ0ZFGXVtZqoaoLrBypbDzUyIDmBeohddFiuGozIdem822PtEj7++Bl90ks7uw/bS7VS2VfacDDV7J87Ll1RzIc2N/oQnXcn48ePR6XTodDqaOy1c/8JODlU0E+Zr4NXb5vYLxk/nu+Q3K1PZnFPL94dr+D67iqXjw0/pe+dkn2VH2p5sHO+1lWWZgwcPAjBx4kQ8PDxO2q4sy2zJq+fpjQXsKmoAFDwkhYumxXD38vFMiAo4zodejm53OL/v/bw8GBPiw5gQH3Q6HZfOiOM3KyfyaUYZb+8qJaOsmfWZlazPrGRMqC9Xz4rlsplxRAb5nJYPp3uOJEni4KGDWG1W4pPjaTV38dLWXF7dmY9iC0CHH8mhvsxO8iEpupPpcUYCvA3Itm6gnJz6CiRJItI/knDfcGRZptPSSWFzYb9zhKK+lqSTiPCLIMIvAlmW6bZ2k9+UP6htmG8YUf5RrF2YwJs7c/g6ZzcfH7SRHOZ/nG2ITwgxATHIsoxVtpLTkDNou0ZvI3GBcWr/UWR+9tF63ktXM6u2FClIqMNEVJAPaXHRLE2eSFpcEBOiAshp7FtGpsiKOqZIqsb+nv4kBSfZdc+uy7ZnHimygs1mo7KwEkknMS51HCmhKXbbI/VHsCnqNerrO4p4c2cJCjAnOZQ/rEomPsTXbpvbkItFtgzog5eHF+NDx9tt8xvz6bZ128997/iu0+sw6A2khqXabQubCu3ZRIqiEOSvcO+5nly9IJz1B6rZkOVFRVM7j35xiEe/2cTS1EBWTY8hJdy/X7uSJDElYoq93dKWUvvyxmN9APWaT1HU93Ey20nhk5CQUBSFmvYa2ixt6CSdOqGiqDdZDR4G9Do9wV7BHM5Wz1fyuGQkvURhbQcRgd7492yj1/t5MegMdh9sis1+k3agMcJD5wFKz98UGaXnC/aqOdEU1DTw8rZCHnx/D2H+es5KiRzQdqDP52DtDtXWarXyeVYlj36RQ3VbN6Bje0Edj319mBnxQayaEc2FU6IJ9vM8rl29pEcn6eyfjRP50GtrtVo5lH0IJJiQOgGdTv1O7T0Xw/X9MNy2Q2FIa8itspWYf8Xw9xV/Z+2Mtdz+ye1UtVfx6bWf0tTVRIBngH19bC/ZtdnMeX4OT1/0tD21Vyfp7FXaz3rpLLbfup2k4CQWv7yYG6be0G/mQUsefvhhdu7cyeeffw6oooaGhtLQ0HCcbXd3N93dfWubWlpaiI+P57PPPuPcc8+1Fx8oLi6msLCQ6OhoJkzo285t8+bNyLLM/Pnz8fZWZyjLysrIy8sjIiKCSZP61vZt3boVi8XCnDlz8PNTZzcrKirIyckhLCyMKVP6gssdO3bQ0dGBxWLBy8uLxYsXU1dXR3Z2NsHBwUyfPt1uu2vXLjo6OkhLS8MYFARb/03dt/9HFhMIDI9h5g8eAx8jAHv37qW1tZWpU6cSGqqm2DY0NJCZmYm/vz+zZ8+2t7t//36ampqYNGkSERFqoNXc3Ex6ejo+Pj7MmzcPgOc25/P2V1sJ1nfzk8uXsXi6mn7T1tbGnj178PT0ZOHCvjXtBw8epLa2lnHjxhEbqwaGHR0d7Nq1Cw8PDxYtWmS3PXz4MFVVVSQnJ5OQkGA/Z9u3b0eSJJYuXWq3zcnJoaKigsTERBITEwF1sNmyRd09YMmSJfYPWn5+PqWlpcTHxzN2rHqjYvPmzRQXF5OQkMCSJUvsF3hFRUUUFRURExPD+PHjATUd8W8vfcjuonoOWqNYOD6K/7t2Bs21lRQUFBAVFUVqat/M/ZYtW7BarcydOxffnnTl8vJycnNzCQ8PZ/LkyX19astWKupb8YkZR4NZR3VLN3U11XTXlVJnMZDVaaS1W81imKivxkuykmsLo11RAxSj1EmivoE2xYs8Wxieeh1PXjeD0M4y2tramDZtGiEh6s23+vp6Dhw4QEBAALNmzbL7sG/fPlpaWpgyZQphYeosQ1NTE/v378fX15e5c+fabTMyMmhsbGTixIlERqop0y0tLezbtw9vb2/mz5+Poii8uKWQt7/eir/Sidk3gpsmqwWNZs6cyb59+zAYDJx11ln2dg8dOkRNTQ0pKSnExcXx8f5yHv5oPwm2cgx6D2649HxWp6n958iRI1RWVpKUlMSYMWMAMJvNbNu2DYBly5bZ283Ly6OsrIyEhASSk9V05cEqfxYUFFBSUkJcXBwpKSn2Nj778lu+P1zNJ1UBWHuWLkTqWpng28nCaSnccuFC+2zQ6Y4RHl7e/POrI3y4JYt4fRM+AUZ+f9MF9tnmHTt20NXVxcyZM+1rmqqrq/uNEb3vq6ColG6vQEqlSHaUdVFQ106Q1MkEzybmTYjjnivPtfs7XGOEl5c3uztCeeK7XGyywuzAVi6bFMTZ82cQFRVFXk0rr5tyyD6QTptV4qA1Ck8PHRdPjWZ5ZDf+Sgfjx48/tTGisoLkXb8joTMLrn+f7oQlx40RJfUdfLhxNwdyCjnY6kWVrGpm9NaxKrKF1KhArl51Hh49M6LHjhGgfmlv3rxZ7TNxNqo6qqhpr6G5uhmawOBvYYHHNipqUzDGX9Uz69nNho4S8uo76LJ4k+IN14wPIS4uhIgxEfh7+jMtcpp9jPBK8EIxqF/nzbXN1JXW4Wf0Iyo5Cl+DL2lRaWzbtg2z2YxXvBev7Cng44xKJgZ6cEtqCP5GP6LHRuOl92JWzCx27txJZ2cn3nHeyF7qxUVbYxvVhdX4BPgQMy4Gg87AnNg57Nmzh7a2NrxjvZG9Vdv25naq8qvw8vUiLjUOvaRnXtw8+xjhE+ODzUe9+Ops7aQitwJPb0/iJ6kZRgvjF9rHCJ8oH2x+qm1XexflR8rx8PJgzGT1Mzsvdh7Zh7Kpq6vDJ9IHm79qa+40U5pdit5DT+K0RABmRs7k048/pb29nQmzJ6AEqZpZui2UHCxB0kkkp6mf7xmRM1m3MZ2N6bnsbW6jjA4MOonl48JY4GPD38vA2JnqOU6LSqOiuIKysjJ8Qn2wGVUfZJtMYYYaPCZNT0Kn1zEtcho1ZTWUlJTgHeKNHNx38Za/Tw0eE6cmojfomRw+mabqJgoLC/EyeqGE9l2yFewvQJEVEiYnYPAyMDFsIu317eTl5VGnyHxWUYEpp5Z2i400vRlPCbxjw1k2NYYrp83D0mImJycHrwAvlIi+dosPFmPtthI7IRZvP29SQlJQ2hSys7Mx+BmQotSLX4vNQvGhYro6uwhICABvtThvkBxEVlYWXfou9tj2YC1Sv3cazGZKqjvY391IExaWjjmfP529gobSXLp13WyXt9t9oAroAsIBPzgn6RymGaeRnp6ORbKwVdnaZ1sNdAJhgL9az2Ru+Fz27NlzvG0N0AGEAIGwIG4Bi2MWs2vXLj7OLOHlmi+ZGBXI+VOioA5oA4KBIDVb7rzE89i+fTtW2coW3VE7DNUDrYBR/ZkWOY1Lxl3Cli1byKtp4cHMt9XgNzEEnzY9Hq0SeZY2SuQODEo8/rbFTPeowKDXkROwk0ijF9FGb2IUX7zadRAAhMLY4LHcOP1GNm3ahKIobFO2YZZ66vc0Aw09WvhC/NR4bp11q32M2M1umm2tfH2omuYaC0mSH0GhBiZMCyA2IIY7Z99pHyPSpXSaFXXnEdpQtfABItUbkPfOu9c+RmTpsqiTe5YWtgO1gDcQpWZT3r/gfvsYcVh/mCpbz1Kyjp7z4QnEgI+HD/fN/RmvfbaR3TllbGw9QK2kLkMc6+/HfN8wQoI90cergdrvlv7OPkYUeRRRZC1S2+0GKlGnHHsmkH+/9PccOniIuro6Sg2l5Ft6btKYgQpAB/SshPrVol+Rn5NPTU0NlYZKjliOqH+wAmWogbQ69PCTuT/h28+/pa2tDc9kL94u2sHWvDomRgSyomcpGInqf/fNu4+G8gbKysqoM9SRZenJOJaBkp5+lKD6ctfsu2ivaaekpIQGQwOZlqOWABZCbk0bX7VWoveQeP+m35Kg96GwsJAmQxP7Lfv7bItR7/zEqXrcNP0mPNs9ycvLo9XQyl7L3j7bkh5fYtRzcu2UawkwB5CTk0O7Rzu7rbvVrt7WTdmBTjo7bRyQm/Hwkbg57RrKSgw0VhTQILeRIe1Bp5NIDPVjvlcIYZ5e6GIk8IZLJlxCgiHBPkbssO3o86Gi55xEqH34wpQLGec7jv3791NQWkCZUmbXiCqY6D+R5XOXnzDWAMjMzKShoYHU1FSiotSlaVrEGjNmzBi5NeQvXPIC135wLQ9+8yA6ScfGWzYCEPz3YNLvTO83ownw3N7naLe0c/O6m7l53c0AjAkaQ9FPipgeNZ0fz/sxs5+fjbeHN+NCxnH3nLuH4tKw0tLSQlJSX0quJEno9XoaGxsJDu6/Rv6RRx7h4Ycf1trFU0KSJJKSkk59rz5rN6y7GzLeBIIhZibMvMwejI8Uty9OJisri5KKav76RTZvj0sc8a2PhhtJkkhJSaG1tfWkWjd3Wvjx2+k0FjUgAWsXJfKLlVPR6ySah8EXD51EVJA3sydG4u+vLhOoqjJy+LBCSEgI06ZNs6c57tq1i6bWNs4PSaS224Pq1i6aG+rQN7fS1SUR6efFY1elcVZKGHv2lA2Dd6eHJEnctjiZaLmWd7cc4mBrN4/vMnPjgmBmnORWYnu3lfvf2c+H6eV4YiUm1IcLp8WwKs1xWTj+3h6smh7D4sXJ/OWLXIy+Bm6aEkGsRxtxsRHDkprp5aHnNxdNIi1U4c2vd1LR0s3q/2zllxemsvasxBM+t7HDzIf7ytiZX8/B/Ga829qx0UmuzUab4oVeJ3Hx1BgWhhiJDg8ZkVRSnU7ivnPGcVZKGD9+O52Glnre31tGTlcg2c2F7CxswAcLEzxkgn19+PWiVK6YFU+In2fPF+nAS1wGRNLBmEVwOAsOrYOEJceZJIT6snJqNNNDZKSACLbV6Ph4fzl1LZ0cKG/mQHkzTx/eyJqZsaxJi+Vkq8GXJi6137TLyM5me2YmZZ1dlFv2U9/ewLOmSkIltRr8AQ7QTTcBvgbmpMRS19VGXVUJWNXaHEdnBW0r3Uar0lMAswVoBLohU8kkwi+i33fznoo9hITWIHkVUdbmwbaiSKKjvTnAAYzeRvvyDID0qnSqrT1FLdt72u2ELF0Wfga/ftlRmdWZVFh76nh09Ni2wyHDITz1nsyL67tAOlR7iGJLz/KTLtVW1its6ErH00NiRmSf7ZH6IxRU9dRB6O5p1wOO5KsXynNi+nzIa8gjt7qnqKW5x1YHOfnqbOa0iGlER0fT0NBAcVNxX1FLa4+tBEdyczlS1Up1ZQNyfTOhui50Hg1MjKtkVkIw/oZWqkuhukO9AQPYd48BKG8tJ7O+5wJa7mkXyC/IBx0kGhPtttVt1aQ3pNt/t9sW5oMeYgJikHqm0uo66tjbdNQFtDpZT35RPnio2UY+qEsgfDw7SYzNIzZKJqe6FWuRQmeXjd2l2XxdauPFzdXcNGkyKV5Wugxd7Mg/6qK4TtUjvzgfvNQMoWhJzXhqM7exPf+owLkRsKAGpN7qMqggLzXVXi/psSpWugNs7C9toq3ehr/khb9nIKvS4rh93gziDD40lKrLypIC+66/WltasWLFL8APz0DPviV1gF6nJymgz7attQ2LYsE3wBevIC+Cvfuu1/SSnqSgPtv29nbMslm1NXr1y/CckxjGa9VR5FeBcWYsnn4WzFYzPv4+eBu9+y21kiSJJGNfux1dHXRbuvH298bH6EO4bzigfu9/c6gaDyXKvqNIZ00nXQ1dLA00UK2TaWoLorUpDHNZFd1WmarGAMob1c4TK3Uy3tsLjyBPgiR/on38aWw30zuXFh8Uj6xTb+h02bro7OhE56/DO8y7X2YUQKAhgjf3NFHa6EeUTs/U6BCSEoLwC/Y7LtM1JiCGEJ36WLfUTUdbBwZfA/5G/+OWLEb5RxGgU7NEzDoz7a3tePh6EGAM6LdEDtQsJR+d2kctHhbaWtrw8FZtvTy88PHUMzsxmHHBOqZYDXyWH0hGWRMNrRKFHZBbb8bb4sfCsRH92g31DbVntFk7rbQ2tqIz6AgyHr/sI8Q7BNlP1czWbaOloQWdvs/26Gs5P08/or3U7C6L2UKnRyeKpGDwNGBTbHjoPYiJiaGkopq3duewuVFdytJptiErCrqRqEElwdhwP6IkH8paOrj/3QxeWD1z+F/nGMxWmR0F9ewvbWK6ZMRH0jMrIZhpY4O4amo84bPD2Z0Oe2urqCj3oratm4LaNgJ0HvjrPOhql0mM9UU+xaKVRyNJEsGhwZTJZfbMAndjSDPkvVS1VbG3Yi/z4+bbCxKdCYdqD1HeUs7SxKUOXUP+i1/8AovFwmOPPWZ/LD4+nh07dtjvkvQy2Ax5Q0MDRqPRoSnrx9qeMNWsvQ7duzchle0ASY9ywd+QZ986sO1Q2j1F28a2blY/ZaK0sYsVk6J47sZZ9vd3rK2jUk5Opvup2BbUdXDHq3soqGvHxwP+etlU1syId8p+oigKOp3evubQWdJRmzvN/HbdQdYfUO+uLxsfxqOXTyXU3+s42/TiBn76biYljZ3oJLWY4N1Lk/HQ6xzWT459z4qiBp8jee7rWrv41YcH+O6IOnuxbEI4f7t0CuEBXuh0OsoaO9lRUM/Ognp2FdZR2tiJclRIqZdkJkcHMScplPljw5ibGEKgj4dm576ly8LvP8rkk4yKnsUXEjoJVqRGcN3ceM5KCcNg6LuvfFrns2grutdWgU8wygM5yJJ+cNuedm2ywo78Otall/HlwSpau230XiVMjg5gTVo0q6bHEmX0tfvQZbZypKqFzPIWMspayChroqC2FRQFBYm1YZ8QqG/jvcbzCAxOZGpsIEHGSsKDujH6y+h7Uih7U2J7d6/o1fLrgq/7UkF7Ukx7bXt3r+i1/a7wO9osbWzJreWNHSX4eOp4aNVkgnw98TP4cX7K+XbbTcWbaOpusr8PRe5rt3f3il7bLaVb7Gv0j7X10HlwyYRL7LY7yndQ1FhOQV07udUt5Fe3U9zQgbln20dfeSFhvh7EBfug9ynA27uFUH9PQnwNhPh6EeLviW/PdkmXTLgEHToURWFf5T5KW0v7+QB96agXjbvInjqaWZ1pT31WFAWzxcb2gga+ya6mvs2MtzwTo7cfN81PYO64DurMJYO2uyJ5Bf4GfxRF4XDdYY40HDnOVtKpSz+WJy4nyCsIRVHIbcjlUF1fIVDZJvezXZywmFCfUBRFoaCxgAO1Bwa1XRi/kAjfCBRFoaS5hPTq9H625U2d6vZhRQ3IXSkYCMXbQ+L8aZ5MTqoj1L9vOYeiKPZ2Z0XPIiEoAVmWqWqtYmflTkCdpDFIBrz0XngbvPHy8CIhKIEw3zBkWcZsNfNhRgH//LKAhg4FHRLXz03gwQsnEuTjecLP50gsVzgV2xte3M32gnpuW5TEr1emnlG7XRYrVz+zjQPlzUyLC+bdHy7E00M3qA8Wq428mjb2lzWzr6SJfSWNFNa29Sw7U8e/XgK8dMQZfYgL8SMuxJf4YF/igr2JNXoTH+JHoE/ftbTNZuNgeTN3vLaPqtZudcu462YwNylE2+vN07Stbe3m/b2lvLOrmOKGDvt31PS4IK6ZHcdF06IJ8PF0SNqyoiis21fGQ59m0dplw8ug41cXTuCaOXH2mya9th46D3vKuqzIJ01ZH8j2aH2aOq1c9ex2ihu6SYsz8satc/EySAPa2lPAdXp7Gnrvv5PZyrLMJxnl/PWLbGrb1Ljn3NRwfnFBKmPC/O22EpI9DR1J3Qr1k4xyPttfTmVLJzISIBEd6MslabGsnh7N+Ej/k/p7bLtH2+p1ejz0Hk6bst7e3n7KM+SnFZC7K3//+9/Jysritddesz9mNBrt6cEnwhW2PTuO6kPw1tXQVAJeQXDly5ByjuZuHChr5vL/bsNsk/nNyoncviT55E8aZhRFobHDQlljB+WNnVS3dJEU7s+sMcFnvEfmd9nV/OTt/bR2W4kJ8ua5m2YPuTqyQEVRFN7aVcrDnx6k2yoTGejFv6+eYd+L1iYr/HdjHo9/q6Y7xxp9eOKatBGrGusKKIrCazuK+cv6bLqtMmH+nixKCWN3UaNa3f8o9DqJKbFBzE8KYV5yCLMTQ5xir+qP0tWKvIvGhXPt3Hiig4ZnezoAZBv8awK018INHw55DOyy2Pg2u5p16eVsPFJr37JKJ8FZKWEkhfmRWdbMocoWzANshxVr9CEt3siVId+Q4ltPyMTr8I1IG453dlJsssLqp7aQVd7CtXMTeOSyqSP6enVt3ewpamBnYQO7ixo4VNFy3H7cIX6eWKyyfXnNiTD6GogL9iHO6EtssI96o+k0Z09au6y8s7uUmp5ttkL9PLl1cRI3zB/jFJ+B4aTTbGP9gUpe21FMRmkToGZYrZkRy13Lxg5L5f3Shg5+sy6LzT3F78ZF+PPIZVOdfizecKSGtS/vxs9Tz7ZfnnNGWXu//ziLV7cXY/Q1sP6+xcSexraaje1m0ksb2VesBui5NW3HbQU3EMG+BuJ7AvXwAC/e2V1Kp8XG2HA/XrplzrBtGaclsqywvaCeN3eV8PXBKiw9N+/8PPWsnhHLdXMTNL22auow85t1WfbtU9PijTx+dRpJGm6bWVjXzmVPb6Wxw8KKiRH8+JzxpEYHnPHWob0cqWrl9x9nsbNQXbqbGOrLHy6ZzLIJESd5Zh+yrLC7qIF1+8v5LLOS1q6+sT01KoBLZ8SyOi2WqKDjCwy7OkOJDUVAfhTff/89d9xxB3l56hZXhYWFTJo0iba2tn53RAbCmQJyRVHo7FQvtH18+gq49CPna3j/B2BuheAkuO5dCB+vsad9vLajmN+ty0Kvk3jnjvnD/qWtKAp1bWbKmzopa+ygrLGT8sajjps67ftiHo1OgskxQcxJDGFuUjBzEkPsswi97Q6mtaIoPL0xn39+fQRFgbmJITx9w0yX2IrGWenVO7emlQc+yCavtr1nBnwcV8yK44H3MtjV88WxanoMf14zhSAf97qYPl2OVLVy31vpHKlutT/moZOYGhfE/ORQ5iWpAbi/l8epjSHuxGc/hT0vwcyb4ZL/O+1mGtrNrM+s4KP0cvse9EcT5GNgeryRtLggpscbmRZntFdZVko+oLP6AEQtxSdumWaa7y5q4MpntiNJ8Nm9i5gcMzwXtIqiUNbYye6iBnYVNrCrqIGC2uN3wYgP8WFuYqh9fE0KU5daNXf23SAt6/kpb+obr5s6LKfrGV6oY303eo7Nf4wJ8uaOJclcPScBH8+Rre7taBRFYXt+PU9tzGNrnprZIEmwcko0dy0be1rBjdUm89LWQh7/JpdOiw1PvcQ9ixO4eWEiQQGnuIzOgSiKwgX/NnGkupUHz5/APctTTv6kAfg0o4J731IzFF66ZTZnp0YOm49dFhtljZ2UNnZQ1tBBac+1TGlDJ6UN7XR2qkteju3fi8eF8Z/rZrrFd2JdWzcf7C3jrV0lFNX3bbk7NTaIa+cmcElazBlPppyITTm1PPheBjWtXfjqZO5Yksw9KyZiOM3dFc6EPUUNXPfCTvsNX2+DjmlxRmaNCe6p5m/sd916KrR0Wfj3N7n8b3sRNlnB26DjR8tTuH1J8mnvIAFq3914pIaP0svZcLgWc0+Wz88vmMDdywb/rLnqNYkIyE8Tq9VKTEwMf//731m7di233347VVVVfPrppyd9rjMF5IMVmgJAUWDH0/D1b0GRIXExXPUq+Dr2rrWiKPz47f18klFBVKA36+9bNOQBpJeq5i72lTSyt1i9m1ze2EF5UyddlpNXPYwI8CIu2IdQfy+yK1soazx+PerYcD/mJoUwNymEmfFBFGapa/qO1rrDbOXB9zPtd05vmJ/A7y+e3G/PdcHQObpvz5q3gD+tP8y7PWvcdRLIinq3/I+rp3DZzFiXGbS1osti4/UdxTR1WJibFMKsMcH4DXDRcsIxxB0p2AivrgbfUHggB/RnfiFXXN/OpxkVNHZYmBYXxPQ4I2NCfQftk7bybzBt2Qo+sSy+6Aeaan7vW+l8mlHB3KQQ3rlj/ml9bsxWmUOVLewvaWRfSRO7ixqobO46zm5CZABzk0KYkxTC3MSQ054Vae2yUN7UeVTA3kF9u/nkT1RkvOrU9eTdYePte8BLSMxLDmFNWuyoHKfTSxp5akM+32ZX2x9bPiGce5annPIN8gNlzfzyw0wOVrQAMC8phD+tnkTFYTUwdZWx5MN9Zdz/bgZh/l5s+cXyIdfKyK9t45Int9ButnH3srH8/IKBt1gdCWw2G99u2EhLp5WAxCmUN5spbeggIcSXmxaMwWOYZk6dBUVRZ83f2lXKV1lV9gDP11PPJdNjuHRGLHMSQ4Zt279Os41Hvsjm1e1q/YuUMB9uH28mMtDbof17a14dz5sKSC9pornz+JuViaG+zEwIZsaYYGYlBDMhKmDAvd4VReGj9HL++vlh6nrS0y+YHMVvL55IXPDwbmfW3GHh86xKPkov5/Gr006YQeKq1yQiID8DPvnkE6699lp8fNStRDZu3NivmvFgOFtAvn27WnRlwYIFfR3XaobPfwb7/qf+PvNmWPlP8HCOfR7buq1c8p8tFNS2s3hcGK+snTvggHE0FpvMoYoW9hY3sq+kkX3FjVQMcBEI6p3/qEBvYo0+appjsJrm2HscHeR93BdvZXMnu3rSK3cVNpBT3dbv7zpkFvjXExfsy9SZs5mXHI63Qc8dr+0lu7IFg17ij6uncO3chDMTRwAM3Lc/3l/Orz88QLvZxvS4IJ64ZgaJGqaMuSODjiHuis0K/xoPHfVw08eQvEx7F2p3s930DXhHseD8mzXVvKKpk7P/tZEui8x/rpvBxdNiTmivKArlTZ2klzSRXtLE/tJGsiqOT8n36FkCMbcn+J6dGIzR17HfN6Oubw+Rw1UtPL0hn88yK+zLCeYlhXDP8hQWjwsb8GZNe7eVx77J4eWthciKmgnym5UTuXK2uu2Xq+ltscksfXQDFc1d/O2yqVwzhO/vTrONNU9t5Uh1K/OSQnjjtnmaBsGjuX/Xt3Xz4b5y3tpVQkFdXzZOrNGH1WlqcD4uMuC0288obeKn7+y3t33LwkR+du449u/dBTiH3rKsUFDXxr7iJvt1cW5N23F2fp56psf3zaLPSDBS0dTFQ59ksbtIrSyZHObHHy6ZzJLxJ16yqwWu2q9FQH6GVFVVsXfvXubPn2/fvudkOFNAPiAdDfDuTVBkUmcEzvsLzL9LjVKdiCNVrax+agtdFpmfrhjPj1eM6/f32tZuNfAuaSS9uImMsia6j7kI1EmQGhXIzDFGpsQEER/iS1ywD9FBPmc889HYbmZPcSO7e9ZBHixvtq8ZPZYwfy+euWGm06+ZcwdKGzrILGvmvMmRw7Z2SjDK+OQ+9Wbl7B/AxY9r//qK4tDx+Ilvc3n82xxijT58e//Sfunabd1WMsua2F/aZA/Ce2dPjibY10BavJG0+GDmJAaTlmDE13Pk0kYFI0dRXTvPbMrng31l9rW60+KCuHtZCudNirTPOG44XMNv12XZ61FcMj2G3108yb4Uw1V5wVTAn9dnkxzmx7f3Lz3lGdafvZfB+3vLCPP34vP7FhER6H7rYp0dRVHYWdjAh/vK+OJAVb96FJNjAlmTFsslaTFEnuK5sdhkntqQx5Pf52GTFSIDvfjnldNZPM7xgeqp0NxhUesQlDSxr7hR3fFggBodkqR+DfkY9Nx7Tgq3Lko6o/R0gQjIHYLTB+S1OfDCOeqn7YoXYfz5jvZoUN7fW8bP3stAkuDRy6fRZbGxr0S921fS0HGcfZCPgZkJfXf6psUbR3Tt0NF0mK2klzSpayQLG0gvbaTLIjMtLohnb5w1vMWnBALByJH3Hbx+GfiFwwNHQDe6LkQ6zTZWPLaJ8qZO1p6VyMSoQNJLG0kvaSKnuvW44mseOolJMYHMiDeSlmBkRnzwCVPyBa5JZXMnz20u4K1dJfZlX+Mi/Ll9STKm3Do+zVC3uYs1+vDnS6ewfAjFnpyZtm4rCx75jtYuK8/eOIvzJ0ed9Dnv7inl5+9nopPg9dvmsXBs2EmfIxhZuiw2vstW1yxvPFJjn0CRJDhrbBhrZsRywZSoQa8ZC2rb+Om7Gfbih6umx/Cn1ZMdnulzJthkhZzq1p6s0p5q/j2z/hdNjeY3F00k5jQKEAqORwTkDsDpA3KAgk3qxWbkyVPwHc0v3s/knT2lxz0uSerFwKwxwcxIUAPw5DC/YVsfdKaYrTKVzZ3EB/s6jU8CgeAUsFngn+OgsxFu/gySFjvaI835LLOCH72ZPuDfYo0+PYG3kRkJRibHBI3IPvQC56S+rZuXthby6rbifjOOOgluXZTET88d73bZEI9+eZinN+YzM8HIh3efdULb7MoW1jy1lW6rzM/OG8+Pzh53QnuB9jS2m1l/oJJ16eXsKW60P+5t0HHupCjWpMWwZHw4Br26heLrO4r5y+fZdFlkAr09+NOaKaxOiz3BK7guDe1mOszWYV8nPtoRAbkDcKaAXJZlcnLUojXjx4/vt2+kq9BlsXHTi7vIrmohLd6oVoocE0xavNGpKoS6g9auhNBbG0atzh/fA+mvw5zb4aJ/avrSsiyTs+VlsDQyfsGN6HyHryrzqaIoCne9vo8teXVMjglkRs/awhnxRrdJvR21fXuYaOmy8Nr2Yl7eWkSs0Zs/r5nK1LjBq7G7st41rV0s+tsGzDaZ93+4YNDlZ61dFi75z1YK69pZOj6cl2+Z47Ab8q6st5aU1Hfw8f5yPtpf3m/3hxA/Ty6eFk1xfQeberbsW5QSxj+unDZgxqPQWxtcVeehxIbudTtTAKgXVVVVVQCMG+ead2m9DXre/eECR7txUtxBa1dC6K0No1bnSWvUgDz7E7jw75qmrSuKQlVtI1jbGNfdCA4IyCVJ4pkbZ2n+uloyavv2MBHobeCe5SncvWzsKS1PcGW9IwK8uWxmLG/vLuWZTQW8MEBArigKv/zgAIV17UQHefP41WkOzY5zZb21JCHUl3vPGcePzk7hQHkz69Ir+CSjgrq2bnsFdS8PHb+6MJWbFiQOek6F3towGnQWAbkbIkkSycnJ9mPByCG01hahtzaMWp2TloJ3ELRVQ+lOGLNQs5eWJInk+BBob0Oy9u0VT9FWqD4IQXFgjAdjguqj4LQYtX17mDlV7Vxd79uXJPPOnlK+za4mr6aVlIj+Vbpf3V7M+gOVeOgk/nPdTEL8HLu22NX11hpJkpgWZ2RanJFfr0xla349H6eX09Rp4dcrU4873wM9X+g98owGnUXK+jDhTCnrAoFAIDhNProLMt6EeT9UZ8m1pPxzqN8FEYvBfyp8+UvI+uB4O+8gCEpQg3NjQl+gbkyAoHjwCXa6HTQEAlfljlf38PWhaq6aHcejV0y3P55R2sQVz2zDYlP47UUTuW1xsgO9FAgEzoZIWRcIBAKB4HSYtFoNyA99DOc/AlquVfM0AgocXgc71kJXs7pNZfJy6GyAphJ1r/SuZug6ANUHBmknQA3OgxNh7u0wdrl270EgcDPuXDqWrw9Vsy69ggfOm0BkoDdNHWbufmMfFpvC+ZMjuXVRkqPdHBibFXb+F0p3nX4bMWlw1k9G3c4TAoGWiIDcDVEUBbPZDICnp6fbpnc4A0JrbRF6a8Oo1nnscvAKhNZKKNsNCfM0eVlFUTA31sO+9/CsL0Tq8oSoaXDJ/0HMjD7D7jZoLlOD86ZiaC7tOS6BplJorwFzK9QcVH+OfA7n/B4W/VTMmjPK+7YDcAe9Z40JZvaYYPYUN/Ly1iJ+fv4EHng3g/KmThJCfHn0iulO87766W1uQvrgVigynVmj2Z9AazWsfHQYPHQv3KF/uwKjQWcRkLshsiyzfft2ABYvXoxeL+5qjhRCa20RemvDqNbZwwsmXAiZ76iz5FoE5FYzsulxtm/ZCJ4xLPapQH/en2DeXaA/5mvayx8iUtWfgTB3qAF7cwlkfQT7X4fvHobK/bD6afX5o5hR3bcdgLvofefSsex5dQ9v7CjGQyfx3eEaPD10PH39TKfb+WX79u3QVMri3L+ib68Agx8svh98jENvsK0GNv0ddj0LIUkw/65h99mVcZf+7eyMBp1FQO6muOPdI2dFaK0tQm9tGNU6T1rdF5Cf9+eRTVsv2Qmf3ge1OUjSHPAJgSW/hOk/Or0ZbU9fCB+v/qSsgLjZ8PmD6nupzYFr3oDQscP/PlyIUd23HYA76H1OagRjw/3Ir23nPxvyAPjDqslMiXWyAouKglS6Cwq+B6UKwibA1a9B+ITTb9PgC98+BF/+Sl0Kk3rR8PnrBrhD/3YF3F1nUdRtmBBF3QQCgcBNsHTBP8aCuQ1u+04Naoebrmb49mHY86L6u2+YWkRuyuXDn1peugveuRHaqsArCC5/AcafN7yvIRC4Oe/uLuXnH2QCsCYthsevTnOuIKGrGdbdDYc/U3+feiVc/O8zz4pRFPjsJ7D3FfDwgbXrIda9t0cUCIaDocSGrrGzukAgEAgEWmHwhvEXqMeH1g1v24oChz6B/8ztC8Zn3AA/2g1TrxiZdd7xc+HOTRA/D7qb4c2rYNM/QJaH/7UEAjdl9YwYZiYYmT0mmL9cOtW5gvGqA/DcMjUY1xlg5T/hsueHZ4mKJMHKf6kZN9ZOePMaaCw+83YFAoEdMUM+TIgZcoFAIHAjDn0C796obi/2k8zhCZSby9X08SPr1d9DxsKqf0PSkjNv+1SwmtWt1HpvBKReDGv+C97iO0sgcFnS34D194O1S9328Mr/QdwIzGB3tcDLF0J1FoSnwg++Or116QLBKEHMkI9yZFkmJyeHnJwcZDEDMqIIrbVF6K0NQmdg3LlqMaTmEqhIP7O2ZBvsfA6emqsG4zoPWPIg3LXNHozbNd+9Djn7CajdPgxv4hg8POHix+CSJ0Hvqc6mvXAO1OUO/2s5KaJva4vQewSxdMIn98LHd6vBeMq5yLdvJKcjYGT09g6E696FgGioPQzv3qTe5BvFiP6tDaNBZxGQuyGKolBRUUFFRQUiAWJkEVpri9BbG4TOgMGnb531oY9Pv52qLHjxPPjiQXVNetxcuNMEZ/9WTY3vwa55dSNKdyOY68/wDZyAmTfB2i8gIAbqcuD5s+Hw5yP3ek6E6NvaIvQeIRoK1XFl36uABMt/C9e9i+ITPLJ6B8XCde+oNysLN8FnP1WX4YxSRP/WhtGgs6iy7oZIkkRiYqL9WDByCK21ReitDULnHiathoMfwb7/qYHrULFZoGADyFZ1b/MVD8GsHwxYtd2ueUs3klIM5uYz9/9ExM2GOzbCezdDyXZ4+1pY+ktY+ouRrSrvYETf1hah9whw+HP46IdqPQjfULj8RRi7HABJlkde7+jpcOUr8NbV6raKwYmw9MGReS0nR/RvbRgNOos15MOEWEMuEAgEboa5Hf6VCt0tZ9bOxFVw4aMQGHNy29Z8KHwNvCNg/N1n9rqngtUMX/8Gdj2n/j7+ArjsOfB2su2cBILRjs0K3/8Jtv5b/T1urhoYB8U6xp/dL8D6B9Tjy16AaVc6xg+BwEkZSmwoZsgFAoFAIBgITz/4wZdQtvv02whNgcRFp25v6AmELSM8Q96Lhyes/AdEp6nppzlfwvPnwNrPwT9CGx8EAsGJsZrVGen879Xf590F5/5R/fw6ijm3qanz2/+jrmMPioUxCx3nj0DgwoiA3A1RFAWbzQaAXq932/QOZ0BorS1Cb20QOh9F5GT1Z4Sxay75oldAsnWDrQv03id/8nAw43qImAjv3AD1uer/N33Sb527OyD6trYIvYcBRYHPf6YG4wY/WP0fmHLZIKYa633un6CpGLI/hbevg1u/hbCUkX1NJ0L0b20YDTq770KxUYwsy2zZsoUtW7a4bTVCZ0ForS1Cb20QOmuPXfPtu5D1PuqDI72O/FhiZ8JNH4NXEJTuhE9/7HYFm0Tf1hah9zCw50W1jgUSXPXqoME4OEBvnQ4ufQ5iZ0FnI7xxBbTXjfzrOgmif2vDaNBZBOQCgUAgEDgT3tHgGwOKTfvXDhsHV70Ckh4y34Ytj2vvg0AgUCnaCl/8Qj1e8QcYt8Kh7gyIpy9c+zYYx0BjIbx1rbolm0AgOGVEUbdhwpmKuimKYt8WQJIkt0ztcBaE1toi9NYGobP2OJ3mu55X02QBrn5dLUznBjidzm6O0PsMaCqF55ZBRx1MuQIufwFOop9D9a49Ai+eC13NMGkNXPGyW+/YAKJ/a4Wr6jyU2NC9PymjFEmS0Ol06HQ6l+m0rorQWluE3togdNYep9N87u0w9w71+MM7oDLDsf4ME06ns5sj9D5NzB3qmuyOOoiaBpc8edJgHBysd/gEuPoN0Bng0Dr47mFtX98BiP6tDaNBZxGQCwQCgUAgOJ7zH4GxZ4OlQ01Dba12tEcCgfujKPDJj6AqE3zD4Jo31bRwVyBpsXrzANTt2fa87FB3BAJXQQTkbogsy+Tn55Ofn++2xQ+cBaG1tgi9tUHorD39NG8thCP/BwX/c6xTeg817TR0HLSUqzN2Lr42VPRtbRF6nwZb/w1ZH4DOA65+DYzxp/xUp9A77VpY9iv1eP0DkPuNY/zQAKfQexQwGnQWAbkboigKpaWllJaWIkoEjCxCa20RemuD0Fl7+mmOHroboLve0W6BjxGuewe8jVC+Bz7+kUtXXhd9W1uE3kMk52v4tifV+8JHh7yvt9PovfQXMP1atTDlOzdC8TbH+TKCOI3ebs5o0FnsQ+6GSJJEfHy8/VgwcgittUXorQ1CZ+3pp7mnUX3Q2gqyDXR6xzkGEDpWnal77VLIel9dK7r054716TQRfVtbhN5DoC4XPrgNUGDWLTDn1iE34TR6SxKs+j/oqIfcr+GNq+DmT9StFd0Ip9HbzRkNOosq68OEM1VZFwgEAoELoyiQ9Wd1din1J9AboDuava+oe5MDXPkKTL7Ukd4IBO5DVzM8fw7U50L8fLj5U/DwdLRXZ46lE16/Aoq3gE8w3PI5RE5ytFcCgSaIKusCgUAgELgqkgSeQeqxpdmxvhzNrFtg/t3q8Ud3Qfk+h7ojELgFsg0+uF0NxgNj1WwUdwjGAQw+cN3bEDsLOhvhtTVQn+9orwQCp0ME5G6IoijIsowsy2671sJZEFpri9BbG4TO2nOc5oaegNzsRAE5wLl/gpRzwdqpFnlrqXC0R0NC9G1tEXqfAhv+ArlfgYc3XPMG+EecdlNOqbdXAFz/PkROgbZqeHU1NJc52qthwSn1dkNGg84iIHdDZFlm8+bNbN682W2rEToLQmttEXprg9BZe47T3OCEM+TQU3n9RQhPhdZKdTs0c4ejvTplRN/WFqH3Scj6EEz/Uo8veRJiZpxRc06rt28I3PgRhIyF5lI1KG+rcbRXZ4zT6u1mjAadRVE3gUAgEAicDe8I8I0BvY+jPTke7yC49m14/myo3A/rfghXvAI6cY9fcJoUvwPmhoH/pveD5Jv6fi/5ALoHCeZ0XjD2B32/l30CneUD20p6SLmj7/fyz6GjeHAfU+4EqaePV34DbXmD2ybfCvqetPPqDdBy+Hib5nLY9iRICiy4D6ZdBTUmaM4avN0x1/UtZ6nbAY3p/f9uU6C+XT3ungS+PbPt9XugYffg7cZdBj6R6nHjfqjbPrht7CrwjVOPmw5C7ebBbaMvBP9E9VhuhKVXwPb/QOcheHs+LLgbPP3Uv0eugMBx6nFrPlR9PXi7EcsgaKJ63F4CFesHtw1fBMap6nFHBZR/PLht6DwIOarwnCL3nXNno7sVGouhqVj9X7bC+PPVopsCl0ME5G6ITqdj0aJF9mPByCG01hahtzYInbXnOM3DF6o/zkpIkppe+79L4NDHsOlvsPzXjvbqpIi+rS0D6t2cDQ37YMw1fTsIdNdD1yBBtuGYYkjmRuisHtjWw+fUbXXHXAJbmga3PRZL80lsj0qrtbQcb2vpgH2vgNQFyefBip6tziytJ25XsfUdW9uOs9UpsCi555ijZhKt7Sdp13KUbceJbWVz37Gt8yS23UfZdoFkhhlXwP431Bslu5+C6deA3qu/rdx94nZtnf39OZGt9agMHsVy6rad1VD0GoTMgpDZYAg4znxExxNLl5pN0FgMTUX9g++mEugc4AbWN7+DiMlqwc3JayBs3PD65CBGw7gtqqwPE6LKukAgEAhGHelvwMc9hd4ufxGmXuFYfwTOi2yByq/U2VqAmJUQNlc97ijrH+gdjeQBfgl9v3eU9w/e+qHrm5EF6KzsH7z1bxj8k46yrQLbCZZf+CWpBRdBvXlgbTuBbWLfzGpXrbqFYS82S09RxN0QFA9rN4FfeI9tHVhbBm/XNx50BvW4u0G9iTAYPnF9s/TmRvVnUNsY0Hv32DYNnq0A4B3dd+PD0gLddSewjQSPnhlwSyt016rHdbnw/g+guwVi58Dq/4B/Ahj81b9b26HrBIGzV3hfgGztgK6qwW09Q/uyCmxd0HmCuheeIX27WlR81ZcpIOkgaBKEzlXPwbFbb5k7oGIflOxQf6KmwIo/DP46g7H+Aag6oAbdbSd4T734BINxDASPUX0o2Kh+znqJnKoG5pMvVbevFGjKUGJDEZAPEyIgFwgEAsGw0/sV7cx7r379O9j2f+os19rPIW62oz0SOBtdNVDyft8seMQiiFjeN0M+mvj8Qdj1HHj6w23fQUSqoz1yDOX71AwbcyuMOw+ufsO5qsvLNnWpQf1ONS2+F58o8B0HTS1QtgdKtkNlhpoy3kvkFLhr69Bf89ml6jKgXjz9+wJuY8JRxz2/ex8Tb3Q2wuHP4eBHULChv09R0/pmzkOSh+6bYMiIgNwBOFNALssyJSXq4JGQkOC26R3OgNBaW4Te2iB01p7jNEeB3KfV1NjUB45PxXUmZBu8fT3kfAH+kXD79xAU52ivBkT0bW2RbTZKDn4L9btICLGh8/SHuEshYJTO1u17FT65Vz2+5i1IXTmszbtc/y7eBq9dpu7aMGmNmmWjd7LVtLIM5Vuh4H2o3g7NJdDRBI2eyOgoIRaABD8bujHzIGG++nM6BfqyPwObuSfoTlSL4Z3uzdiOBji8vic439h/uUN0Wl9wHpx4eu1riMv16x6GEhs6Wa93fWw2G4qiIPV8gHpL9EuS1K8D2WzqB0On0w27rc1mo7CwEEmSiI+Pt28XAKDX60/Yrta2A70PZ7M9ke6KolBYWIiiKMTExGAwGBx67s/E1hX6iSzLFBUVARAXF2ff/sLZ+8mJ3rMz2B77nhVFoaioCFmWj+vXYowY+rk/FdtezQFiYmLQ6/XorJ1IshUszcg6L6frJ3ZbBVjzDLqXVyLVHoS3rkFZ+yVyz00EZ+onR4/ZsbGxTtVPTvscAVJnA/iGICM51fcDVRsoylbTfmNik9EnrEbnFUhviDHkdq1W6KhHHxhpD1RcZowo3QWf3a+eo6W/Qhp/gX2ro+HqJ1artd/134lsnaKfxM2Dq15F//Z1cGgdePphu+gJ0Okc911iNSOX7kIp2YlUtgtd2U7obEQBZEkCTxt6yQMipqDEzaOwPQlFbyF2xcXogsdDz3gu9/g2pH6SelF/3WX59M+Rbwi26dfB9OvQdTYiHVkPBz9ELjShVGYiVWag+/YhiJkJky/FNuFiCB7jlNeQVquVgoICdDrdCfu1s33uh4IIyIeZbdu2ce655+LpqabdlJaWUlhYSHR0NBMm9FU+3Lp1K7IsM3/+fLy91XU7FRUV5OXlERERwaRJk+y2O3bswGKxMGfOHPz81LU4VVVV5OTkEBYWxpQpU+y2u3fvprOzk+DgYHx9fZEkiZqaGrKzswkODmb69Ol2271799LR0UFaWhpGoxGA+vp6srKyCAwMZObMvkqT+/fvp7W1lalTpxIaGgpAY2MjmZmZ+Pv7M3t2X4rigQMHaGpqYtKkSUREqBU+W1paSE9Px8fHh3nz5tlts7KyaGhoIDU1laioKADa29vZs2cPnp6eLFzYV9QoOzub2tpaxo0bR2ysekeys7OTXbt24eHhYS/4AJCTk0NVVRXJyckkJKhrz8xmM9u3b0eSJJYuXWq3zcvLo6KigsTERBITEwH1g75lyxYAlixZYv+wFxYWUlpaSnx8PGPHjkWSJKKjozl48CBbt25l8eLFeHioH6uSkhKKioqIiYlh/Pjx9tfbsmULiqKwYMECvLy8ACgrK6OgoICoqChSU/vS17Zv347VamXu3Ln4+voCUFlZSW5uLuHh4UyePNluu3PnTsxmM7Nnz8bfX12HVVNTw+HDhwkJCWHatGl22z179tDZ2cmMGTMIClLXVtXW1nLo0CGMRiNpaWl22/T0dNra2pg2bRohISEANDQ0cODAAQICApg1a5bdNiMjg5aWFqZMmUJYWBgAzc3N7N+/H19fX+bOndvv3Dc2NjJx4kQiI9Xqrq2trezbtw9vb2/mz59vtz106BB1dXWMGzeOmJgY+7nfu3cvBoOBs846y257+PBhampqSElJIS5OnaXr7u5mx44d6HQ6lixZYrfNzc2lsrKSpKQkxowZA4DFYmHbtm0ALFu2zG5bUFBAWVkZCQkJJCer6V6yLGMymQBYvHixfaAuKiqipKSEuLg4UlJS7G302i5cuNChY0RXVxczZ86037E9doyQJImYmBhycnLYunUrM2bMEGPEaY4RoH5B9577RYsWDThGpKSk2Pt2b/9bEBmIl60DLM2U1Zqdf4y46DlC3lsDVQdoePcnHIi7noDAQE3HiPHjx9t17OjoYPfu3f3GCEmSkGWZpqYmKisr7efeZceImsPMr3oN77pM0Bmo8J9Onn48ESEBTEqOU2e/ghPZkVOLRdEP2xjRy8muI9JSpxETuhOCppDZHEPbjvShjxGGTijYSMsRE+mF9fhYGpnnX6HOQo45i6zuOBpsPqROnOR8Y8TmTdBQwBJ5K1LOFyBbKEy4mlLmEl9YOKQx4lSuI/Lz8+03m3rHJKcaIwa8jghl1hUvwXu3wP43yGg20pJwLlOmTtV2jJiTBntfgW1PcrjVnxrCSKGIOBrBw4fumHnsYCa64ASWXHAp+BiRZBnlqw9orDhI2b63SEoIh9C5WHQhbNutVstfds4F6nIeoCAni7KSQhLiIkkeo/og22yYdmQCsHjZCvQ9VeeL8rIpKcojLiaclKS+jCPTVrWy/sJFy/D0VXUvLcqhMO8I0ZGhTEjpq7ewdUcGsk1m/sLFeM+6GWbdTMXhPeTt/oqI1kwmNX4JNXugZg87vluHxSuEOYlG/FIWw5iFVHXoyTl8gLDQIKak9qW57957kK4uMzNnzyEwRH0fNZWlZGelE2wMYPrkvjFtb3o2HR1dpM2YiTFcDabra6rIythFYKAfM6f29ev9GUdobetg6tTphEYnAtBYX0vG3m10dnUzLikOqaMUdDoOZOXS1G5j0pQ0p72OmDHj1LMkREDuhkiSRHJyssNT50cDOp2O8ePHU1V1CsU3BGeMJEn2i5L29nYHe+O+9PbrpqYmOjpcZ49pV6ZXc1AvlhVFAY9AsFSBuRlw4pT1XgJj1HWgr1wE+d+AlAqByx3tVT90Oh3R0dFqBoKLpD0OSOFm2PsyNFcCR9THZAu0lAMGaKyD/NyjnjBb7U/Z7RAWqwbqUjR0hwFhw+eXIqtF13rQ+UYwfvkDoPdm7969p9ZGR4O6vrgsB/b9Dloye/4QAPTcOGirVqv7H/oYSAV9FBQEwPgZMOasvu2zHIGiQOku2P8OZBaq6djsABRIWAgL74OqExRCOwN6JwmODt5dgkmXwJqn4aM7oXAT2Lxg6lRtXtvSCaVbYcsNfZXLvWZAwAQYewFMXQzR08Bigx071O0dfYyAOp7ExiehszSh86hWC/iVrwcr0FtDr3s2+KqBHe1F6lZ1OlQbAPko287J4NkTzHaUqLZSj00vdttx0BOQ01Gm2ipgTz8BaOh5bnsC+If0PhE8LZA0EeYmQN0RqMmGKhsoTZC/GbLfU039ksF7PBg9ocsP/CPUAnd1gAVoCYaegJzuOtUHM+B91FZ4dUA30OIHPQE55kbVtgvI39JnW4v6WIsH9ATkWFqQmvYT6Q3jyYbCHtsawGMi7oJYQz5M9K4TaGhowGg0OnU6qjPZukyq2Rmmo7pi2rIz2bpDPxnsPTuDrTj3TjpGVH2NVL8Tws9CjjzHdfrJjmdQvvwFsuQFaz9DnzB3eNo9g3PkDLbDco4q98N3f4SCDdjQgd4H3fw7kBbeC5YO5PpClMYipKYidE3F0FgEjUXYOtRAQ4dsv16XkVDQIU26BN2SByBq6pmdI2sblH6I0laEPOYG8E88tfPZ3Q6lO9EXbVbXulZmYOvxUoeMpPOAuDkoSUuRE5dC5CT0tYfU9ccl25GLd6FY2nrejXpJq+i9kWNnQ/w89ElnQfxc8AoY2XNfm4OU9T66rPegsUhNcUYHfpHoplyGNP0qiJ6OrCjiu2Qw213PY/v856rt2b9FWvLA8LQ70Ptoq0HZ9hTy7pfB0ooeWS12tuinyFOuQtEbhtZP5G50zQegKQPF2kVv1rI+6Wr7Hu9y3R6Umm1IEuh0R/ur2urGXIrkpwatcn0GSvWmfrbqe1b7uC7+YqSAnkycxoMold8Nbht7AVKQepNGbs5BKf/yeFtzJzSWoOuQkCrzoWwPMl0o/jb1syUp6kx/8BhsxiQITkI37lqkCHV8V9rLkIs/BAn0R7crK6CALnIhUqiaBaN0VCEXvTu4bfhcpHA1u0HpqkcueGNg26gV6IwTnfb7ob29XRR10xpnKuomEAgEAjegbgdUfAnGKZDgQtuJKQq8exNkf6Ju63TnZrU4keD0qc2BDX/umRFG3fpq1i2w5GcQEHXy53e3qlsp9QToNBaps2LFR81OjTtfbS9+7iCNnICWHChbp25BpTNA3BowTh7cvi4PDn8G+d+r20TZjtnGLGISJC9Tf8YsBK/j94C2I9vUraJKttuDdNpr+9tIevWGQ8J8CE6CwGgIjFWzOvwjT7/ae1sNZH0Ame+q2171YvBTZ32nXglJS52vUJkzs+Xf8O1D6vHKf8Lc24e3/aZSdVeIfa+CtUt9LGIyLL5fLSwnzpWKtRsq0vs+UyU71G3qjkbvCbGz1D6+4G7wDnKMr06KqLLuAJwpID96beOiRYv63c0RDC9Ca20RemuD0Fl7BtS8ORuK3wHfOEi5zcEeDpGuZnhuGTQUqFsaXfuOmurpYFyubzeVwqa/wf431XRwJJh2FSz7FYQknXn7VVmw5TG1ErPSM02XuBgWP6AGw5J0wqcjW6HqW/XmEahbQsVfAd5qGrxdb0Vh0dgA9Dmfq4F47eH+7QTE9AXgyUtP7SbDYCgK1OdD8da+IL2peHB7Sa++XmAMBBwVqB/9ExANHuo6YMztavXqzHcgf0Nf9WpJDynnwLSrYcKF0LMWWEtcrn8Pxvd/hs3/UI/X/BfSrjvzNuty1WA/8+2+7cBiZ6s3ocadf1rjk9vofSrINqg+2P/GV9tRe8UbE9Qq+adzQ+8kuKrOosq6AHGfRTuE1toi9NYGobP2HKe5ZzD4xqhBjqvhHQRXvQrPnwO5X8PWf6szUE6AS/Tt9jow/Qt2v6BugwQwYSWc/VuIPMHM81CJmgJXvATLfwNbHoeMt6HIpP7EzFQD8wkrBw5WuuvVvcU7K9Xfw+ZD1ArQ9Vxa2qxQuBUl5xuoy4GN32BfDKvzgKQlMP4CSF4OYeNOf3unY5EkCEtRf2bdrD7WXK4GEBXp0FwGLRXqT2ulGlC3lPesvz8BfuFq4F5fAJajapjEzlKD8MmXgX/48LyHM8Al+vfJWP4bNatj5zPw8T2Q9x2EjrUXKSQ4EfyjTi2Irszsuem0DnqWNJC0BBb/TP3/DPudW+h9Kuj06lr66Gkw7071xldDgXrja/M/oKkEXroAlv1SHTdON+tkENxdZzFDPkw40wy5oiiYzeoXuKenp31thWD4EVpri9BbG4TO2nNSzTsrobNi8AYCJoDBv8e2GjrLTmA7Dgw931NdddBxgtlD/7HgaVSPuxugvXBwW78k8OpJTTc3QVu+uq/u5n+oF70X/xti0tS/+46xz6JiaYHW3AEa7MEnzr4GE0sbtB45gW0M+ESrx9YOaMnu92dFUTBb1Nkxz4A4JL+e6sW2Lmg+OHi7XhHQs7YTmxmaD5zANgz81IrsyFZoyhjc1jME/JN6nYOqzXDgXTUF2tKpPh4zA+bcBvGL+u/f3bAPe4BxLB6B/QubNe6n3z7E/Wz9IbCnentzGWz+nbrcoDeNPDgJZlyvBs6eARA0qe/1yz4BD181RT1wPFi6oGCDet5zvkDpqMeMWi3e08MDadwKmLhKzZroKYzlUGSbmt7eUt4XpLeUQ0vlUccVx6fUByepQfi0q9RA0Ulwq7FbluHTeyH99YH/3rOeuV+Q3vtjHKPO5pr+qd4Q7GX8hWqwGD9nWFx0K73PhK5mWP8zdewCSFgAlz0Pxvhhad5VdRYz5KMcSZLs22AIRhahtbYIvbVB6Kw9J9W8NReqvh/872PD+wLy9kJ17flgJN3YF5B3FEPZp4PbjrmmLyDvKDuxbfxlfQF5Z5VqG6DA2FSoPgBbfw6z1oKnP8St6gvIu2pP3G7MBX0BubnhxLZRZ/cF5JaW42wloE/lxdAbkFvbT9xu2Py+gFzuOrFtyMy+gFyxntjWOFUNyC2dsOs5yHxIrcrtBYRGqWszQ5LAWgj1Xv0D8vLP+tLMj8U/uX9AXvGletNhIPzi+wLyoDhImQLRYVC2W10XbcmBXQ9B5uOQdD4se15N3w6eoermkwiFO+DwnyH3236zx5JPMF4TVkLqxTB2ORicbLcAXU+6ekCUOtM9EIqiVn5vKVdn1P3C1OwBJwwK3Grs1ulg1ZMwcTXUHOxf/6CpVL1JUpej/pwISQeTL4VF96sZIcOIW+l9JngHweXPQ8oKWP+Amo3y37Ng1b9hymVn3Pxo0FkE5AKBQCAQODueoX1B00Dojwp0PINPbOtx1NpWg/HEtr1BPqhB/Altj5oBMBw16zozEb7/C7RWwKHv1FRRg7G/Pydq1zO471jvcxLb0KNsvU5s63VUerHO88S23hF9x5LHSWyPXmKgO7kPe/8HG/8GreUQYAX/WDWAiJ3VP+jr3Tqpl8AJEWySVgAANP1JREFUgwfkxy5zCBgHsnkQH47Z9sx/rJppEDYTJrVDwfdqoN3SCvs+gIxdsPBeMPiq68ELNqlbrtn9ioXUi9SZ8ISFrl8kS5LAL1T9iZ52cnvB8KHTwfjz1J+jsVmhpax/kH70T2ejWlxw+jWw6KdOlcXg1ky/Wl1D/sFtUL4H3l+rLje48O/g5X/y549iRMr6MOFMKeuyLFNWpqYrxsXFufZeq06O0FpbhN7aIHTWHrfXvPYIPLdcnT1d8qC6FtoBOJ3O762Fgx+qx4Fx6vrL6dc6XxBrbldvHGx7Ur2xcixh49VZ8IkX95s9djq93Ryhdw+dTerMuPfIXo8LvQfBZoFNf4fN/wQUdTu5y18YPAvlJLiqziJlfZSjKAoFBQUAxMbGnsRacCYIrbVF6K0NQmftcXvNwyfAqifgw9vUNeXx82HcCs3dcCqdD3+uBuM6Dzj3jzD7VjB4O9anwfD0U7c1mnOrWvht9wvqlkepKyF1FYSPH/BpTqX3KEDo3YNG9QmE3oOgN6g3XZOXw4d3qMXfXjxPfWzhj4dc0X406CwCcjdEkiSioqLsx4KRQ2itLUJvbRA6a8+o0HzalVCyDfa8BB/eDj80qWuWNcRpdDa3wxc/V48X/AgW3OM4X4aCh5dauby3evlJcBq9RwlCb20Rep+ExLPgri3w6Y/h0Mfw7R8g/3u49Fl1O8FTZDToLFLWhwlnSlkXCAQCgcApsXTBS+dBZQbEzYW1n6uzKaONb34PW5+AoAS4Z4dD9qwWCAQCTVAUtVr+Fz8HSwf4BMMl/1GXuLgxQ4kNXSMJXyAQCAQCgetj8IYr/wdeQVC2C755yNEeaU/1Qdj+lHq88h8iGBcIBO6NJMHMG+FOE0SnqUX33rkePv0JmDsc7Z1TIAJygUAgEAgE2hGSBGueVo93PAXZJ9gWzN2QZfjsfnV/8tSLYcIFjvZIIBAItCEsBW79Bs76sfr73pfhuaVQmelYv5wAEZC7ITabjS1btrBlyxZsNpuj3XFrhNbaIvTWBqGz9ow6zSderK6dBlh3t1r0RwMcrvP+16F0Bxj81K2A3ByH6z3KEHpri9D7NPDwVItY3rgO/KPUfeQLNpzwKaNBZxGQuylWqxWr1epoN0YFQmttEXprg9BZe0ad5iv+APHzoLsF3r1ZXV+uAQ7Tub1OXTsOsPzXmhe0cxSjrl87GKG3tgi9T5Oxy+GubbDs17Dg3pOau7vOoqjbMOFMRd0URaGzsxMAHx8ft61I6AwIrbVF6K0NQmftGbWaN5fDs4uhox5mrYVV/x7Rl3Oozuvuhv1vQORUuGOj8+01PgKM2n7tIITe2iL01gZX1XkosaEIyIcJZwrIBQKBQCBwGfK+g9cvBxS47HmYdpWjPRp+irbAKxcBkrqGMn6Ooz0SCAQCwQgiqqwLBAKBQCBwDVLOgaU9e3J/+mOoOexYf4Ybq1kt5AYw6xYRjAsEAoGgHyIgd0NkWaa8vJzy8nJkWXa0O26N0FpbhN7aIHTWnlGv+dJfQNJSdY/ad26AruYReRmH6Lz9Sag7Ar5hsGJ0bfM26vu1xgi9tUXorQ2jQWf3X8A0ClEUhdzcXACioqIc7I17I7TWFqG3NgidtWfUa67Tw+Uvqlvg1OfCh3fANW+BbnjnDTTXuaEQNj2qHp//V/AJHvnXdCJGfb/WGKG3tgi9tWE06CwCcjdEkiTCw8Ptx4KRQ2itLUJvbRA6a4/QHPAPh6tfh5cvhJwvYcNf4JzfDetLaKqzosDnD4K1CxIXu+fa+JMg+rW2CL21ReitDaNBZ1HUbZgQRd0EAoFAIBgGMt6Bj+5Qj6/8H0xe41B3TptDH8O7N4HeU93eJ2ycoz0SCAQCgUaIom4CgUAgEAhck+lXw4Ifqcfr7oKqLMf6czp0t8IXv1CPz/qJCMYFAoFAMCgiIBcIBAKBQOBcrHgYkperRd7evg46Ghzt0dDY8FdorYTgJFh8v6O9EQgEAoETIwJyN8Rms7Ft2za2bduGzWZztDtujdBaW4Te2iB01h6h+THoPeCKlyA4EZqK4b2bwWY942Y10bkyA3Y+ox5f9E8w+IzM67gAol9ri9BbW4Te2jAadBYBuZtiNpsxm82OdmNUILTWFqG3NgidtUdofgy+IWqldYMfFG6Gb4anwNuI6izb4NOfgCLD5MsgZcXIvI4LIfq1tgi9tUXorQ3urrMo6jZMOFNRN0VRaG9vB8DPz89tKxI6A0JrbRF6a4PQWXuE5ifg0Cfw7o3q8ZpnIO3a025qxHXe/QKsfwC8AuGeXRAYPbztuxiiX2uL0FtbhN7a4Ko6DyU2FAH5MOFMAblAIBAIBG7F93+BzY+C3gvWfgFxsxzt0fG0VsN/5kB3M1z4D5h3h6M9EggEAoGDEFXWBQKBQCAQuA/LfgXjLwRbN7xzgxr8Ohtf/0YNxqPTYM6tjvZGIBAIBC6CCMjdEFmWqaqqoqqqClmWHe2OWyO01hahtzYInbVHaH4SdDq47DkIGw+tFWoKu7V7yM2MmM75G+DAeyDpYNW/QacfvrZdGNGvtUXorS1Cb20YDTp7ONoBwfCjKAqHDx8GIDw83MHeuDdCa20RemuD0Fl7hOangHegWuTt+bOhdCd8/iCsegKGsJ5wRHS2dKnrxgHm3gExM4anXTdA9GttEXpri9BbG0aDziIgd0MkSSIkJMR+LBg5hNbaIvTWBqGz9gjNT5GwFLj8BXjzKtj3P4ieBnNuO+Wnj4jOW/8NDfngHwXLfzM8bboJol9ri9BbW4Te2jAadBZF3YYJUdRNIBAIBAKNMD0G3z0MOg+46RNIPMsxflRlwfPLwWaGK1+ByZc6xg+BQCAQOBWiqJtAIBAIBAL3ZdFP1X2+ZSu8exM0lWrvQ1sNvHWNGoyPOx8mrdHeB4FAIBC4PCIgFwgEAoFA4FpIEqz+D0ROhY46eOd6MHdo9/qWLnj7emguhdAUuOzZIa1lFwgEAoGgFxGQuyE2m42dO3eyc+dObDabo91xa4TW2iL01gahs/YIzU8DTz+45g3wDYXKDPj0PjjJKrxh0VlR1Ncq2wXeQXDtO+ATfHptuTmiX2uL0FtbhN7aMBp0FkXd3JTOzk5HuzBqEFpri9BbG4TO2iM0Pw2Cx8CV/4NXV6vbjnn6wUWPnXDbsTPWectjkPkOSHq46lW10JxgUES/1haht7YIvbXB3XUWRd2GCWcq6qYoCi0tLQAEBga6bUVCZ0BorS1Cb20QOmuP0PwMSX8dPv4RoKhruS97Djy8jjM7Y50PfaLugQ5q4D/n1jPz280R/VpbhN7aIvTWBlfVeSixoQjIhwlnCsgFAoFAIBh1HPwIPrgdZAskL4erXwcv/+FrvzIDXroALB0w905Y+ejwtS0QCAQCt0JUWT8N7rvvPiRJsv+kpIgUNIFAIBAIXIbJl8J174DBFwo2wGtroKNheNpurYI3r1GD8bFnw/l/HZ52BQKBQDDqEQF5D3v27GH9+vU0NjbS2NhIenq6o106bRRFoaamhpqaGkQCxMgitNYWobc2CJ21R2g+TKSco+5L7m2Est3w8kpoqbT/+bR0tnTCW9dCawWEjYcrXga9KMFzKoh+rS1Cb20RemvDaNBZBOSA1Wrl4MGDLFmyBKPRiNFoJCAgwNFunTayLHPo0CEOHTqELMuOdsetEVpri9BbG4TO2iM0H0bi58APvoSAaKjNhpfOg/p84DR0VhRYdzdU7FMrqV/7NvgYR9Z/N0L0a20RemuL0FsbRoPO4hYvcODAAWRZJi0tjfLycpYuXcpzzz1HQkLCkNuy2WwoimIvOCDLsv13nU7Xzw5Ap9MNu63NZiMoKMhuqyiKvQPr9foTtqu17UDvw9lsT6Z7UFAQiqJgs9lG5HxqZesK/USWZYxGo922tw1X6CeDvWdnsB3oPRuNRmRZPq5fizFi6Of+VGx7NR9MH2ftJ85ie9z7iJiIsvYL5Ncuh8ZC9C9dADd+COGT7Gv5ZFm2tzFouxv/jnJwHZJkQHfVaxA6VowRQzhHcOJ+LcaI4e0nNpuNwMBAl+snrvxdMqTxRIwRp2V7qv3a2T73Q2FUzZCvWbPGPgN+9M8nn3zChAkTeO2118jMzMTDw4M77rjjhG11d3fT0tLS7wdg27ZtWCwWu11paSkmk4nc3Nx+z9+6dSsmk4nu7m77YxUVFZhMJg4fPtzPdseOHZhMJjo6OuyPVVVVYTKZOHToUD/b3bt3s23bNsaOHUtaWhp6vZ6amhpMJhNZWVn9bPfu3YvJZKK5udn+WH19PSaTiYyMjH62+/fvx2Qy0dDQtx6vsbERk8l0XHr/gQMHMJlM1NbW2h9raWnBZDKxZ8+efrZZWVmYTCZqamrsj7W3t2Mymdi5c2c/2+zsbEwmE5WVfemHnZ2dmEwmtm/f3s82JycHk8lEWVmZ/TGz2YzJZGLLli39bPPy8jCZTJSUlNgfs9lsmEwmTCZTv/SYwsJCTCYThYWFgPrBnD59Oi0tLWzbtq3f/oglJSWYTCby8vL6vd6WLVswmUyYzWb7Y2VlZZhMJnJycvrZbt++HZPJ1G+7h8rKSkwmE9nZ2f1sd+7ciclkor293f7YYOd+z549mEwme78FqK2txWQyceDAgX626enpmEwmGhsb7Y81NDRgMpnYv39/P9uMjAxMJhP19fX2x5qbmzGZTOzdu7ef7UDnvrW1FZPJxO7du/vZHjp0yN6n0tLSSEtLo7u7G5PJxI4dO/rZHj58GJPJREVFhf2xXtutW7f2s83NzcVkMlFaWmp/zGKx2M/90RQUFGAymSgqKrI/Jsuy3fboAbioqAiTyURBQUG/NnptHT1GmEwmWltb7Y8d20/0ej1paWlYrVa2bdsmxogzGCNA/YLutR1sjOjVPC0tzf65F2PE0MeIqqoq+2MdXhGYJv6JHf4rob0GXr4IfdkuvL29aWlpobq62m474BiR9SG5m97BxDxKF/wFkhYDYow4mpNdRxzdr3s/92KMOL0x4mgGu47Ytm0bvr6+9us/EGNELwOOER0dZ3Qdodfr8fPzo6WlpZ+tGCP6GI5YY9u2bfaJ095+7WpjxMkYVTPkzz777ID72IWEhPDQQw/Zf3/66adJSkqipaVl0Kp4jzzyCA8//PCI+SoQCAQCgeAM8fSD2WuhoB5KtsNrl8KCx0EffeLnle+FdXcBMRA3ByZcoIm7AoFAIBh9iG3PBqCrqwsfHx8OHz7MhAkTBrTp7u7ud8eppaWF+Ph4GhoaMBqNoyaNxFlTiFwx1czRtqKfiJT1MzlH4tyLMcKp+4mtG967BXK/QpYMKKufRpp2xcC27dXw3HJoq0JOOQ/l6jeQ9B5ijHDVc+8EtmKMcLytO/STwd6zM9iKc3+8bXt7u9iHfCg8+OCDzJgxg+uuuw6ADRs2sGLFClpbW/H19T2lNpxpH3KbzWZP/5oxY0a/ziMYXoTW2iL01gahs/YIzTXAZsH20V2kZx0BJGZccAP6+ccsTzN3wMsXqHuOh6fCrd+At2O/010Z0a+1ReitLUJvbXBVnYcSG46qlPXBmD59Or/97W+JjIzEZrNx7733ctNNN51yMO6MtLW1OdqFUYPQWluE3togdNYeofkIozfA6v/S1vgHNSX9y19AVyMs/TlIEsgyfHSnGoz7hqoV1UUwfsaIfq0tQm9tEXprg7vrLGbIe/jVr37Ff//7X/R6PTfccAN//etf8fPzO+XnO9MMuaIo9sIZwcHB9lQOwfAjtNYWobc2CJ21R2iuDYqi0NjQADufJXjX35EA5v0Qzn8ENv4VNv8DdAa4+RMYs9DR7ro8ol9ri9BbW4Te2uCqOg8lNhQB+TDhTAG5QCAQCASCk7DjGXWWHCBhgVr0DWD10zDjesf5JRAIBAKXZyix4aja9kwgEAgEAoEAgPk/hEufA0nfF4wvvE8E4wKBQCDQFLGG3A1RFMW+h19ISIjLpHa4IkJrbRF6a4PQWXuE5tpwnM7TrwbvIHWLs5QVsOIPjnXQzRD9WluE3toi9NaG0aCzmCF3Q2RZ5sCBAxw4cMBeel8wMgittUXorQ1CZ+0RmmvDgDpPuAAezIfLnweda1TvdRVEv9YWobe2CL21YTToLGbI3ZSAgABHuzBqEFpri9BbG4TO2iM014YBddaJ+YmRQvRrbRF6a4vQWxvcXWdR1G2YEEXdBAKBQCAQCAQCgUAgiroJBAKBQCAQCAQCgUDg5IiAXCAQCAQCgUAgEAgEAgcg1pC7ITabjYyMDACmT5+OXi+K1IwUQmttEXprg9BZe4Tm2iB01haht7YIvbVF6K0No0FnEZC7KS0tLY52YdQgtNYWobc2CJ21R2iuDUJnbRF6a4vQW1uE3trg7jqLgNwN0el0TJkyxX4sGDmE1toi9NYGobP2CM21QeisLUJvbRF6a4vQWxtGg86iyvowIaqsCwQCgUAgEAgEAoFAVFkXCAQCgUAgEAgEAoHAyREp626Ioig0NzcDEBQUhCRJDvbIfRFaa4vQWxuEztojNNcGobO2CL21ReitLUJvbRgNOosZcjdElmX279/P/v37kWXZ0e64NUJrbRF6a4PQWXuE5togdNYWobe2CL21ReitDaNBZzFD7qb4+vo62oVRg9BaW4Te2iB01h6huTYInbVF6K0tQm9tEXprg7vrLIq6DROiqJtAIBAIBAKBQCAQCERRN4FAIBAIBAKBQCAQCJwcEZALBAKBQCAQCAQCgUDgAMQacjfEZrORlZUFwJQpU9Dr9Q72yH0RWmuL0FsbhM7aIzTXBqGztgi9tUXorS1Cb20YDTqLgNxNaWxsdLQLowahtbYIvbVB6Kw9QnNtEDpri9BbW4Te2iL01gZ311kE5G6ITqdj4sSJ9mPByCG01hahtzYInbVHaK4NQmdtEXpri9BbW4Te2jAadBZV1ocJUWVdIBAIBAKBQCAQCASiyrpAIBAIBAKBQCAQCAROjkhZd0MURaG1tRWAgIAAJElysEfui9BaW4Te2iB01h6huTYInbVF6K0tQm9tEXprw2jQWcyQuyGyLLNv3z727duHLMuOdsetEVpri9BbG4TO2iM01wahs7YIvbVF6K0tQm9tGA06ixny/2/v3sOirPP/j79mhkGkBESCNI4e8RAEJpp4ytaszLw2ra1sWw8dtPOquaZ+r67yql21Kzt3bYe1g2mbdhAr203bTFBSSCUFxaRMAhEEAUU5zLx/f/DjLk0QbOZ9zwyvx1+lH7ju+zkfPvKZueceHxUQEGD2IbQbbK2LvXWwsz4218HOuthbF3vrYm8dvt6ZN3VzEd7UjYiIiIiIiHhTNyIiIiIiIiIPxw05ERERERERkQn4HnIf5HQ6kZubCwDo168frFY+7+IubK2LvXWwsz4218HOuthbF3vrYm8d7aEzN+Q+SERQVlZm/De5D1vrYm8d7KyPzXWwsy721sXeuthbR3vozA25D7JYLOjdu7fx3+Q+bK2LvXWwsz4218HOuthbF3vrYm8d7aEz77LuIrzLOhEREREREfEu60REREREREQejpes+yARQU1NDQAgMDDQZy/v8ARsrYu9dbCzPjbXwc662FsXe+tibx3toTNfIfdBTqcT27dvx/bt2+F0Os0+HJ/G1rrYWwc762NzHeysi711sbcu9tbRHjrzFXIfZbfbzT6EdoOtdbG3DnbWx+Y62FkXe+tib13srcPXO/Ombi7S9Mb98vJyhISEGJdTOJ1OiAgsFstpn5vncDgAAFar1e1jRcR4Rslms3nU2LOdh6eNPVf3toxtro8njOU8ce88ae6cPWEsH3uuEZwn5s+T5s7ZE8bysecawXli/jxp7pw9YSwf+9+OPXHiRKtv6sZXyF1sy5YtGDNmDPz9/QEAhw4dwg8//ICuXbuiT58+xriMjAw4nU4MGTIEAQEBAICioiJ8//33CA8PR79+/YyxmZmZqK+vx6BBg3DBBRcAAA4fPoz8/HyEhYVhwIABxtjt27fj1KlTSE5ONh78I0eOIC8vD507d0ZiYqIxNjs7GzU1NbjssssQEhICADh69Ch2796NoKAgJCcnG2N37tyJ6upqXHrppejSpQsAoKKiAjk5Objwwgtx+eWXG2O/++47HDt2DP369UN4eDiAxicsduzYgY4dO2Lw4MHG2N27d6O8vBzx8fG4+OKLATRO4KysLPj7+2Po0KHG2Ly8PJSWlqJXr1645JJLAAAnT57Etm3b4Ofnh2HDhhlj8/PzcfjwYXTv3h3R0dEAgLq6OmzduhUWiwUjR440xn7//fcoKipCbGwsYmNjATT+oKenpwMARowYYfyw//DDDzh06BCioqLQo0cPAI0/fJs3bwYADBs2DH5+jT9WP/30E3788Ud069bN+LgGAEhPT4eI4IorrkCHDh0AAIWFhSgoKMDFF1+M+Ph4Y+zWrVvR0NCAlJQUBAYGAgCKi4uxf/9+XHTRRejfv78x9ptvvkFdXR0uv/xyXHjhhcZjv3fvXoSGhiIhIcEYm5WVhZMnTyIpKQnBwcEAgNLSUuTm5iIkJASXXXaZMXbHjh04fvw4EhISEBoaCgAoLy/Hd999h06dOmHgwIHG2F27dqGqqgoDBgxAWFgYAKCyshI7d+5EYGAgUlJSTnvsKyoq0LdvX0RERAAAqqur8e233yIgIABDhgwxxubm5qKsrAy9e/dGt27dAAA1NTXYvn077HY7UlNTjbF79+7FkSNH0LNnT0RGRgIAamtrkZmZCavVihEjRhhj9+/fj+LiYsTFxSEmJgYAUF9fjy1btgAARo0aZYwtKChAYWEhoqOj0b17dwCNi3HTYz98+HBjof7xxx/x008/ITIyEj179jS+R9PYoUOHco3gGsE1gmsE1wiuEQC4RnCN4BoB+N4akZSUhNbie8iJiIiIiIiITMBL1l3Eky5ZdzqdyM/Ph8ViQXx8PCwWCy8j+R1jW+rudDqRl5cHEUGfPn3g5+fnUZcQ+drlRiKC/Px8ADjtWWBPnyctnbMnjD3znJ1OJ/bu3Qun0/mbec01wj2XowKNr8oAQK9evWC1Wj1+nnjS2NY+nk6nE7m5uQCA+Ph445VIT5gnzZ2zJ4w938fIYrG0OK+5Rrh2njgcDuzbtw9WqxXx8fGwWq1eMU88aY1oy1hXryee9nPvKY99Q0NDq+a1p/3c85J1E9lsNmNiADhtAp857kyuHFtaWgqgcdNitVrP+j3O9mcWi0V17NnOw5vGiojRum/fvh7x2J/vWO3H/nzmicPhwJEjRwA0zm1vmSdNPHXsmechIkbnM+c11wj3jD3X3PbEeeJJY1vbXURQVlZm/L2rvq8rxgLes0a0duy55jXXiLaPBZp/PH89v5uetPaGeaIx1h2PkfZ6AvjeGtGasVartVXz2hN+Ppsbey7ckPsgi8VivN/k1wsEuR5b62JvHeysj811sLMu9tbF3rrYW0d76MxL1l2k6ZL11lyWQERERERERL6pLXtD3tSNiIiIiIiIyAS8ZN0HiQhqa2sBAB06dPDZyzs8AVvrYm8d7KyPzXWwsy721sXeuthbR3vozFfIfZDT6URmZiYyMzONO/2Re7C1LvbWwc762FwHO+tib13srYu9dbSHznyF3Ec1d2dEcj221sXeOthZH5vrYGdd7K2LvXWxtw5f78yburkIb+pGREREREREvKkbERERERERkYfjhpyIiIiIiIjIBHwPuQ9yOp3Yv38/AKBXr14+/74LM7G1LvbWwc762FwHO+tib13srYu9dbSHzr53RgQRQXFxMYqLi8FbBLgXW+tibx3srI/NdbCzLvbWxd662FtHe+jMV8h9kMViQVxcnPHf5D5srYu9dbCzPjbXwc662FsXe+tibx3toTPvsu4ivMs6ERERERER8S7rRERERERERB6Ol6z7IBFBfX09AMBut/vs5R2egK11sbcOdtbH5jrYWRd762JvXeytoz105ivkPsjpdGLLli3YsmULnE6n2Yfj09haF3vrYGd9bK6DnXWxty721sXeOtpDZ75C7iJNb8Wvqqoy+UgAh8OBEydOAGg8HpvNZvIR+S621sXeOthZH5vrYGdd7K2LvXWxtw5v7dy0J2zN7dq4IXeR6upqAEBUVJTJR0JERERERERmq66uRnBwcItjeJd1F3E6nSgqKkKnTp084r0NVVVViIqKwqFDh3jXdzdja13srYOd9bG5DnbWxd662FsXe+vwxs4igurqanTr1g1Wa8vvEucr5C5itVoRGRlp9mH8RlBQkNdMXG/H1rrYWwc762NzHeysi711sbcu9tbhbZ3P9cp4E97UjYiIiIiIiMgE3JATERERERERmYAbch/VoUMHPPbYY+jQoYPZh+Lz2FoXe+tgZ31sroOddbG3LvbWxd46fL0zb+pGREREREREZAK+Qk5ERERERERkAm7IiYiIiIiIiEzADTkRERERERGRCbghJ2qF2tpasw+ByC04t8lXcW4TEXmX9rpuc0PuhRwOBwDA6XSafCS+7/Dhwxg3bhwefPBBAGzubpzbeji3dXFu6+Hc1tXUl53dr6SkBGPHjsWCBQsAsLm7cd3W097XbW7IvUxWVhYmTpwIALBa+fC50yOPPILo6GiUlZVh48aNqKqqYnM34tzWw7mti3NbD+e2rszMTNx3330AOLfdbc6cOYiKisLPP/+M9PR01NTUsLkbcd3Ww3WbG3Kvs23bNqSlpWH9+vUA2t8zSBq++OILhISEYMOGDUhPT8fq1auRmpoKu93O3m7Eue1+nNvm4Nx2P85tc6xbtw4ff/wxMjIyAHBuu8PHH3+Mzp07Y+PGjdi6dStefvllxMbGIjAwkL3diOu2+3Hd/gU35F6iaWLm5OTgD3/4A+bNmweAz9q5Q3FxMV577TXs2LEDKSkpEBF8+eWXOHHiBHu7Aee2Hs5tXZzbeji3dYkIAGDfvn1ISEjAkiVLAHBuu0N+fj5efPFF7NixAwMHDkR4eDiys7NRWVnJ3m7AdVsP1+1ftK+z9SJVVVV49dVXkZGRAafTCavVipqaGqSnp+Ovf/0rgoODsWjRIgB81u73amr99ddfAwDuuOMO3HTTTQAa3z8UHByMYcOGIT8/38zD9Bmc23o4t3Vxbuvh3NZVVVWF999/H3v27AEAWCwWFBUVoaCgAJMnT0ZtbS1effVVAJzbv1dT65ycHADA3LlzMXnyZACNbevq6jBgwABUVlYaT4zQ+eO6rYfrdguEPM6BAwckMjJSxo8fL4MGDZJHH31UvvnmGxEROXz4sIiIrFy5UuLi4qSoqEhERJxOp2nH683O1jorK0tEROrr60VEpLKyUhITEyU7O1tERBwOh2nH6+04t/Vwbuvi3NbDua0rJydHwsLCZPz48RIfHy/PPfec7N+/X0RESkpKRETk6aefliuvvFJKS0tFhHP7fLXUumlul5WVSWxsrBQUFIgIW/8eXLf1cN1uGV8h90CbN29GTEwM0tLSsGLFCsTExGDu3LkAgIiICADA1VdfjYEDBxqX0tD5ObN1bGwsZs+eDQDw8/NDQ0MDgoKCkJiYiJUrVwLgZUu/B+e2Hs5tXZzbeji3dX3++edISUlBWloaXn/9ddTU1OCpp54CAISHhwMArrrqKnTp0gXPPvssgMZX0Kntzmx98uRJPPnkkwB+mdtdunTBkCFDsHbtWgBs/Xtw3dbDdbtl7edMvUh5eTmOHDkCAOjduzfuueceWCwWLFy4EEDjJTNdunTBAw88gM2bNyMjIwMWi4WX0pyHM1vffffdp7UGGt8rl5iYCJvNhpqaGrMO1Sdwbuvh3NbFua2Hc1uH/P/LoY8ePYrq6moAQGpqKiZPnoyysjI899xzxtj+/ftj/Pjx+Oqrr7Bz504AvLy3LZprfdttt6G8vNxobbVaUVdXh7CwsHa1WXEXrtt6uG63jD/NHqhr164IDw/H1q1bjT977rnnsHTpUhw5csRYhC+//HJMmjQJ8+fPB9C+nklylZZal5aWws/PDxaLBUFBQdi6dSsCAwP5nq3fgXNbD+e2Ls5tPZzbOppeeQ0KCkJoaKjxvs6oqCjcd999eOWVV1BeXg4AsNvtGD58OBITE7Fs2TIAnNtt0VLre++9F6+88goqKipgtVrh7++Piy++GGvWrAEAzu3fgeu2Hq7bLeOM8hBOpxMOhwMAcOmllyI0NBRZWVnGnyUkJODmm2/GQw89ZHxNYGAgbr/9dhQWFiI9Pd2U4/ZGrW394IMPGl8zdepUpKenY+PGjbw8rI04t/Vwbuvi3NbDua3L6XSioaEBADBy5EgUFRVh//79xi/IY8aMweDBg41L1wEgLi4OV111FfLy8rBjxw5TjtsbtbZ106XrADBt2jRkZWVh27ZtnNttxHVbD9ft1uOGXNHZnukRETgcDlitVthsNmzYsAEFBQXo06cPvv32W2RnZxtjH374YeTl5eHgwYPGn/Xv3x/ffPMNhg0bpnIO3sLVrR0OB5YuXYqYmBi1c/BmIsK5reT3tubcPremX5YBzm13c2Vrzu1zO378+Gn//+vefn5+2LBhAwIDA9GvXz+sXbsWhYWFxrgJEyZg3759KC0tNb5+9OjRWLt2LZKSklTPwxu4onXTJb/19fVYsGABunbtqn4e3iI7OxunTp0y/p/rtvu4snV7Xbe5IVdSVlaGbdu2AfjlFw6HwwGLxQKbzYbCwkL88Y9/xLXXXosTJ07ggQceQF1dHd577z2UlJQAaHymyd/fHzabzfi+NpsNYWFh+ifkwVzZuumyJH9/f8yePRs9e/Y056Q82MGDB3H33XfjmWeeMbrX19dzbruBK1tzbp9bWloaxowZg6lTp+Kjjz4CwLntLq5szbndOv/6179w991349ixYwB+2/vGG2/E1VdfjUOHDmHBggXYu3cvPvzwQ1RUVBjzubS0FBdccIHxJHhISAg3iWfhytYAEB0djQULFiAqKsqsU/JYBw8exKhRo3DDDTdg7969APj7tru4snV7X7e5IVfy7rvv4rrrrgPQeDdBETF+0OfOnYuEhAQEBQXhwIEDuOWWWxAdHY0pU6agrKwMN998Mw4cOIA1a9bg0KFD6Nixo5mn4vFc2TowMNDMU/F469atQ58+fVBSUoIPPvgA06dPx549e+Dv7w+n08m57UKubs253bJ33nkHU6ZMwaBBgxAdHY1HHnkEu3fvhr+/P0SEc9uFXN2ac7tlTZvnjh07YvXq1UhPT4fD4YDdbgcAzJs3DwkJCejUqRN+/PFH3HDDDejVqxemT5+OzMxM3HvvvaiqqsKmTZtQVVUFEWlXl5a2hatbU8uWLFmCuLg4XHLJJcjNzcVll10GAPx92w1c3brdr9tu/Eg1+pVbbrlFLBaLPPHEEyLS+Jl7p06dktTUVElNTZXNmzcbY3/9GYcVFRUybtw46dGjh/Tq1Us++ugj7UP3Omyt5y9/+Ys8/vjjIiKSl5cnkydPlgcffFBEhL1djK11/elPf5K3335bRBo/93fSpEny8ssvS319PXu7GFubY/HixWKxWGTGjBly4MABqa2tlZiYGBkyZMhpvZs+C9jhcEhOTo5cccUVEhUVJd27d5f169ebdfheha3d79SpU5KcnCzPPvus8WeFhYUiIlJXVyepqakydOhQriUuwNauxw25G+Tn50tpaamxsP78888yevRoefHFF8XPz0/KysqMsXv37m32+zR9/alTp6S4uFgcDsdpE5rYWltT7/r6ehERue2222T58uUiItLQ0CAzZ840Nol79uxp9vuw97mxta4zez/00ENGbxGR4cOHy9atW0VEpKCgwBh3JvY+N7bWdea/k7W1tSIisnz5crn99ttl7Nix8vLLL4uIyHfffWeMa05lZaUcOHBAampq2PsMbK2rqXdT58cff1zGjx8v+fn5kpSUJMnJyTJz5kzJz8+XY8eOSV1d3Vm/D9eSc2Nr9+KG3IUqKyvluuuuk6CgIBk8eLDMnj3b+LumZ5HGjRsnEyZMEBE550JMzWNrXWf2fuSRR0REZPXq1XL48GGj72OPPSajR48281C9HlvrOrP3nDlzRKRxI3j06FFpaGiQp59+WiwWiwwdOlQWLlxofC3XlbZha13N9W5y1113yeLFi+Xrr7+W0aNHS15e3ml/z1+SW4+tdZ3Ze9asWSLSeIVN37595aKLLpJFixbJW2+9JbfeeqvExMScdvUBtR5b6+B7yF1o6dKlsFgs2LVrFyZOnIj//Oc/eOuttwDAuKX/0qVL8cknnyAzMxNWq9W49T+1DVvrOrP3p59+itWrV2PSpEmIiIgwbsZRXl6OhIQEAI03raG2Y2tdZ/Zev349Vq1ahbi4OISGhgIARowYgYyMDNx0001Yu3YtZs2aBYCf/9tWbK3rzN6ff/453n33XePvY2JiUF1djeHDhyMmJgZr1qzBCy+8gE2bNgEA3xfeBmyt68ze//3vf7Fy5Up06dIFSUlJSE1NxcKFC3HHHXdgxYoVCAoKwuzZswFwLWkrttbBDbmLNDQ04PPPP8f111+P2NhYTJs2DSNGjEB+fj6AXxbbvn374v7778e0adMA4LQ7OFLrsLWus/UeNWoUdu7caYxperKjuroaTqcTAIyb1vz676llbK3rbL1HjhyJ3bt3A2j8ZcJqtWLQoEG44oor8PDDD+Pvf/871q9fj8rKSq4pbcDWupr7dzI3N9f4JTkrK8u4I3rPnj2xaNEivPLKKwgPDzfz0L0OW+tqqTcATJkyBS+99BKAX9aVGTNmID09HTU1NVxL2oCt9XBDfp5ycnLwj3/8A5mZmaiqqoKfnx+uv/56DB8+HADQpUsXlJWV4ejRowBO/yX58ccfR1lZGZYvXw7g9M9dpd9ia11t7e10OmGz2eBwOLB9+3aMHTsWAPDFF1/gb3/7GwA+GdIcttbV1t5A4xN8NTU1xv9XVFQgLi4ONpuNz/63gK11taV305PW/fr1w/fff4+RI0fin//8J6688koMHjyYm8RzYGtdre3d9BntY8aMQbdu3dDQ0GD037lzJy666CLY7XauJS1ga/NwQ34evvrqKwwfPhz79+/HE088gTlz5qCqqgr33Xcf+vfvb2wI4+LiUFtbC+D0X5KDg4OxaNEiTJ8+HUDjR3PR2bG1rvPp3XQJdW1tLbp27Yrjx49j4sSJxkfP0dmxta7z6W2xWHDgwAEsXrwYd955J7KysrBq1Sr07t0bF154IS8zbQZb6zqf3kDjL9/PPvssBg8ejH379mHVqlUoKSlBRUWFWafi8dhaV1t6//qtW+vWrcP8+fPx3nvvITs7Gzk5ORgzZgzsdjvXkmawtbm4IT8PX331Fa666iq88cYbeOeddxAYGIgpU6YgLCwMwC+/NOfk5CA6OhrAb99Hcc899+DJJ59EXV0dn0FqAVvrOp/eTZdNHz9+HBs3bsQtt9wCm82Go0ePYvHixeaciBdga13n0xsAIiMjMWbMGBw8eBAzZ85EUFAQnnrqKVPOwVuwta7z7f3qq69i165dWLJkCQICAtC5c2ekpaWhZ8+eppyHN2BrXefbOzk5GQDw9NNP45prrkHPnj0xc+ZM/RPwImxtLm7IWyEtLQ0TJkzA888/j5KSElRXV+PEiRMAGi/fWLZsGbZt24a1a9cCaNwQOhwOWCwWxMfHA2h89r+oqAjAL5dNP/roo/D39+czSL/C1rpc0dtqtaK4uBh2ux2zZs3Crl278P777yMoKMi08/JEbK3LFb0BoKysDMOGDcO6deuwYcMGrFq1CoGBgaack6dia12u6i0iuPTSS097KxevIjsdW+tyVe8OHTpgyZIlWL16NbKysrBixQoEBASYck6eiq09jMat3L3Z//3f/0lwcLBMnz5dUlJSpG/fvrJixQoZNGiQFBQUGOPeeOMNSUpKklOnThl/1q9fP9m1a5fs2bNHevToIQMHDjTjFLwGW+tyVe/u3btLSkqKGafgNdhalyvXkuTkZDNOwWuwtS7+O6mHrXW5Yy3hx8mdHVt7Hm7IW1BRUSFDhw6V//3vfyIikp+fL8nJyTJlyhSZNm2aPP/886eNT0xMlMWLF4uISE5OjoSGhsrQoUPFarX+5jMp6XRsrYu99bC1LvbWw9a62FsPW+tibz1s7Zl4yXoLAgICYLfbccEFFwAAwsLC0KtXLyQmJiIyMhLffvstcnJyjPHz58/Ha6+9BhFBhw4dAADdunVDUVERli5daso5eAu21sXeethaF3vrYWtd7K2HrXWxtx629kzckLfAZrNh/vz56N+/P0QEnTt3xs8//wybzYY777wTfn5+eP75543xnTp1QlRUFGpqahAcHIzs7GysXr0aERERJp6Fd2BrXeyth611sbcettbF3nrYWhd762Frz8QNeQvsdjuuvvpq46YyDQ0NCAoKQmhoKKKiovDnP/8Ze/bswc0334yMjAy88MILOHnyJPz9/REREYHY2FhzT8CLsLUu9tbD1rrYWw9b62JvPWyti731sLVn4oa8lSwWC/z8/PDDDz8Yn3M9YsQIrFy5En5+fpg4cSLq6urw2muvwW63m3y03o2tdbG3HrbWxd562FoXe+tha13srYetPQc/c6ENDh06hOrqaowdOxYAsGjRIsTGxmLlypU4duwYQkJCzD1AH8LWuthbD1vrYm89bK2LvfWwtS721sPWnoGvkLdBTU0Nunfvjg8++AADBgzAM888g65duwIAJ6yLsbUu9tbD1rrYWw9b62JvPWyti731sLWH0L2pu3f78MMPxWKxSKdOneSpp54y+3B8GlvrYm89bK2LvfWwtS721sPWuthbD1t7BouIiNlPCniLPXv24LPPPsMDDzyAgIAAsw/Hp7G1LvbWw9a62FsPW+tibz1srYu99bC1Z+CGnIiIiIiIiMgEfA85ERERERERkQm4ISciIiIiIiIyATfkRERERERERCbghpyIiIiIiIjIBNyQExEREREREZmAG3IiIiIiIiIiE3BDTkRERGf15ptvwmKxwGazITo6GnPnzkVdXZ3Zh0VEROQzuCEnIiKiZg0YMABFRUV44YUX8O677+Lee+9t1deNGjUKb775pnsPjoiIyMtxQ05ERETNstlsiIiIwIQJE7B8+XK8/fbbKC8vN/uwiIiIfAI35ERERNQqo0ePBgDs3LkTGRkZSEpKQmBgIFJSUpCbmwsAmDFjBiwWCzZt2oSpU6fCYrFgxowZxvfYvn07Bg8ejODgYNx4442orKw05VyIiIg8ATfkRERE1Cp+fn4ICwvD4cOHMWnSJNx4440oKCjAiBEjMGfOHADAsmXLUFFRgdTUVLz00kuoqKjAsmXLAADHjh3Dtddei2uvvRY5OTmoqqrC7NmzzTwlIiIiU/mZfQBERETkPSwWC0QEO3bsQOfOnZGTk4Njx45h3759AICOHTuiY8eO8PPzQ2BgIEJCQoyv/fTTT2G32/HYY4/BYrFgzpw5uOOOO0w6EyIiIvNxQ05ERESt4nA4UFZWhq5du2LZsmV444030L17d0RFRcHhcJzz6wsLC1FaWorOnTsDAJxOJ6qrq3Hq1CkEBAS4+/CJiIg8DjfkRERE1CqbNm0CAFRVVeH1119HXl4ewsPD8dlnnyE7O/u0sVarFSJy2p9FRkZi4MCB+Pe//w0AEBFUVlbCbrfrnAAREZGH4XvIiYiIqFkOhwMlJSX45JNPMGXKFMycORM2mw1A43vCMzIyMGvWrN9svnv06IEvv/wSxcXF2LBhAxwOB8aNG4effvoJ27ZtQ8eOHbFmzRpcc801v/laIiKi9oKvkBMREVGzdu/ejW7duiEmJgb33HMP5s2bB6fTiWuuuQbJycmIi4vDXXfdhXnz5qGkpAQREREAgIULF+LWW29FTEwMoqOjkZeXh5CQEKSlpeH+++/H1KlT0b9/f6SlpcHPj7+OEBFR+2QRPi1NREREREREpI6XrBMRERERERGZgBtyIiIiIiIiIhNwQ05ERERERERkAm7IiYiIiIiIiEzADTkRERERERGRCbghJyIiIiIiIjIBN+REREREREREJuCGnIiIiIiIiMgE3JATERERERERmYAbciIiIiIiIiITcENOREREREREZIL/B70WetHskhnfAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "\n",
    "# 提取2024年及以后的数据\n",
    "start_date = '2021-01-01'\n",
    "\n",
    "# 获取CPI数据\n",
    "macro_china_cpi_monthly_df = ak.macro_china_cpi_monthly()\n",
    "# 获取PPI数据\n",
    "macro_china_ppi_monthly_df = ak.macro_china_ppi_yearly()\n",
    "\n",
    "# 将日期列转换为日期时间类型\n",
    "macro_china_cpi_monthly_df['日期'] = pd.to_datetime(macro_china_cpi_monthly_df['日期'])\n",
    "macro_china_ppi_monthly_df['日期'] = pd.to_datetime(macro_china_ppi_monthly_df['日期'])\n",
    "\n",
    "cpi_data = macro_china_cpi_monthly_df[macro_china_cpi_monthly_df['日期'] >= start_date]\n",
    "ppi_data = macro_china_ppi_monthly_df[macro_china_ppi_monthly_df['日期'] >= start_date]\n",
    "\n",
    "# 使CPI和PPI数据的日期范围保持一致\n",
    "common_dates = set(cpi_data['日期']).intersection(set(ppi_data['日期']))\n",
    "cpi_data = cpi_data[cpi_data['日期'].isin(common_dates)]\n",
    "ppi_data = ppi_data[ppi_data['日期'].isin(common_dates)]\n",
    "\n",
    "# 计算每年的平均CPI值和平均PPI值\n",
    "cpi_data['年份'] = cpi_data['日期'].dt.year\n",
    "ppi_data['年份'] = ppi_data['日期'].dt.year\n",
    "cpi_data['每年平均CPI'] = cpi_data.groupby('年份')['今值'].transform('mean')\n",
    "ppi_data['每年平均PPI'] = ppi_data.groupby('年份')['今值'].transform('mean')\n",
    "print(cpi_data.tail(4))\n",
    "print(ppi_data.tail(4))\n",
    "\n",
    "x = cpi_data['日期']\n",
    "\n",
    "\n",
    "# 设置画布大小，这里可以根据需要调整宽和高的数值，例如(10, 6)表示宽为10，高为6的画布尺寸\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# 绘制对比曲线\n",
    "plt.plot(x, cpi_data['今值'], label='Monthly CPI')\n",
    "plt.plot(x, ppi_data['今值'], label='Monthly PPI')\n",
    "plt.plot(x, cpi_data['每年平均CPI'], label='Annual Average CPI', marker='', linestyle='--', alpha=0.5, color='green')\n",
    "plt.plot(x, ppi_data['每年平均PPI'], label='Annual Average PPI', marker='', linestyle='--', alpha=0.5, color='orange')\n",
    "\n",
    "# 获取绘图区域的坐标轴范围，用于后续延伸虚线到y轴（虽然目前部分相关代码已注释，但保留获取范围代码以防后续可能用到）\n",
    "ax = plt.gca()\n",
    "xmin, xmax = ax.get_xlim()\n",
    "ymin, ymax = ax.get_ylim()\n",
    "\n",
    "# 绘制每年平均CPI虚线延伸到y轴，并添加对应的值的标注（部分绘制虚线代码已按要求注释，仅保留添加标注代码）\n",
    "first_cpi_mean = cpi_data['每年平均CPI'].dropna().iloc[0]  # 获取第一个非空的平均CPI值\n",
    "# plt.plot([xmin, xmax], [first_cpi_mean, first_cpi_mean], label='Annual Average CPI', marker='', linestyle='--', alpha=0.5, color='green')\n",
    "plt.text(xmin - 0.05 * (xmax - xmin), first_cpi_mean, f'{first_cpi_mean:.2f}', va='center', ha='right', color='green')\n",
    "\n",
    "# 绘制每年平均PPI虚线延伸到y轴，并添加对应的值的标注（部分绘制虚线代码已按要求注释，仅保留添加标注代码）\n",
    "first_ppi_mean = ppi_data['每年平均PPI'].dropna().iloc[0]  # 获取第一个非空的平均PPI值\n",
    "# plt.plot([xmin, xmax], [first_ppi_mean, first_ppi_mean], label='Annual Average PPI', marker='', linestyle='--', alpha=0.5, color='orange')\n",
    "plt.text(xmin - 0.05 * (xmax - xmin), first_ppi_mean, f'{first_ppi_mean:.2f}', va='center', ha='right', color='orange')\n",
    "\n",
    "# 获取x轴的刻度位置\n",
    "xticks = ax.get_xticks()\n",
    "# 获取y轴的刻度位置\n",
    "yticks = ax.get_yticks()\n",
    "\n",
    "# 循环遍历每个刻度位置，绘制垂直于x轴的虚线\n",
    "for tick in xticks:\n",
    "    plt.axvline(x=tick, linestyle=':', color='gray', alpha=0.5)\n",
    "# 循环遍历每个刻度位置，绘制垂直于y轴的虚线\n",
    "for tick in yticks:\n",
    "    plt.axhline(y=tick, linestyle=':', color='gray', alpha=0.5)\n",
    "\n",
    "# 设置图表标题和坐标轴标签\n",
    "plt.title('CPI and PPI Comparison Curve')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Index Value')\n",
    "\n",
    "# 自动调整布局，避免标签等元素重叠\n",
    "plt.tight_layout()\n",
    "\n",
    "# 显示图例\n",
    "plt.legend()\n",
    "\n",
    "# 自动调整日期标签的显示格式和旋转角度，使其更清晰\n",
    "plt.gcf().autofmt_xdate()\n",
    "\n",
    "# 显示图表\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
